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"canonical_pr_number": 43251, - "issue_numbers": [ - 43240 - ], - "pr_numbers": [ - 43251, - 43254 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target" - ], - "pr_comparisons": [ - { - "left_pr_number": 43251, - "right_pr_number": 43254, - "code_similarity": 0.794, - "size_similarity": 0.64, - "file_overlap": 1.0, - "area_overlap": 0.667, - "patch_similarity": 0.882, - "shared_filenames": [ - "src/transformers/loss/loss_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/loss/loss_utils.py", - "left_ranges": [ + 47, + 73 + ], [ - 30, - 50 + 194, + 200 ] ], "right_ranges": [ [ - 30, - 43 + 12, + 17 + ], + [ + 20, + 29 + ], + [ + 174, + 181 ] ] } @@ -6854,116 +3972,31 @@ ] }, { - "cluster_id": "cluster-46554-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-47181-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46716, + "canonical_pr_number": 47181, "issue_numbers": [], "pr_numbers": [ - 46554, - 46558, - 46716 + 47181, + 47255 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46554, - "right_pr_number": 46558, - "code_similarity": 0.433, - "size_similarity": 0.429, - "file_overlap": 1.0, - "area_overlap": 0.1, - "patch_similarity": 0.081, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 16, - 45 - ] - ], - "right_ranges": [ - [ - 13, - 19 - ], - [ - 57, - 63 - ] - ] - } - ] - }, - { - "left_pr_number": 46554, - "right_pr_number": 46716, - "code_similarity": 0.408, - "size_similarity": 0.429, - "file_overlap": 1.0, - "area_overlap": 0.062, - "patch_similarity": 0.0, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 16, - 45 - ] - ], - "right_ranges": [ - [ - 14, - 17 - ] - ] - } - ] - }, - { - "left_pr_number": 46558, - "right_pr_number": 46716, - "code_similarity": 0.6, - "size_similarity": 1.0, - "file_overlap": 1.0, - "area_overlap": 0.286, - "patch_similarity": 0.0, - "shared_filenames": [ - ".github/workflows/pr-ci-security-gate.yml" - ], - "shared_file_areas": [ - { - "filename": ".github/workflows/pr-ci-security-gate.yml", - "left_ranges": [ - [ - 13, - 19 - ], - [ - 57, - 63 - ] - ], - "right_ranges": [ - [ - 14, - 17 - ] - ] - } - ] + "left_pr_number": 47181, + "right_pr_number": 47255, + "code_similarity": 0.002, + "size_similarity": 0.006, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.004, + "shared_filenames": [], + "shared_file_areas": [] } ] }, @@ -7245,39 +4278,23 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-45488-4", + "canonical_issue_number": 45488, + "duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46901 + 46897 ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ - { - "cluster_id": "cluster-40546-17", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 40546, - 46658, - 46836, - 47003, - 47034, - 47096, - 47143, - 47163, - 47166, - 47175, - 47181, - 47198, - 47241, - 47253, - 47255, - 47264 - ], - "target_issue_number": null, - "reason": "PRs in cluster-40546-17 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -7296,6 +4313,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 47163 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -7340,6 +4366,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -7378,16 +4413,6 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46554-3", - "canonical_pr_number": 46716, - "duplicate_pr_numbers": [ - 46554, - 46558 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46554-3 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47215, @@ -7417,28 +4442,45 @@ "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-46894-7", - "canonical_pr_number": 46903, + "cluster_id": "cluster-46894-6", + "canonical_pr_number": 46895, "duplicate_pr_numbers": [ - 46895, 46958, 47090, 47235 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47181-2", + "canonical_pr_number": 47181, + "duplicate_pr_numbers": [ + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47181-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47260 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-6", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 13 inbound references.", - "score": 185.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 13 inbound references.", + "score": 175.0 }, "best_pr": { - "cluster_id": "cluster-40546-17", - "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 17 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1243.678 + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 988a7e61380f803bfbe2ab27286e106505d6e724..571c4ba9f6dbe43cb9845cc6b655270b9760c538 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": "20260712T120026Z", - "generated_at": "2026-07-12T12:10:13Z", + "snapshot_id": "20260712T180021Z", + "generated_at": "2026-07-12T18:10:57Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", "issue:30277", @@ -106,8 +106,8 @@ "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:44292|issue:45237", "issue:45874|issue:46294", + "issue:44292|issue:45237", "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", @@ -131,412 +131,364 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "15b1371f847b6e298d9660401c94dfe9706ef127ae943714a37c0efbfea1590b", + "prepared_review_unit_hash": "b3234c3629a912cc8eefe96aef2dbe53849806945b49f3e68b4f0070d1f07a3d", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46278, - "estimated_input_tokens": 11570, - "estimated_eval_tokens": 23396 + "serialized_chars": 46276, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not one duplicate set. I only see two real duplicate strands: the ZeRO-3/Bert index-error reports and the torch 2.4.1 compatibility reports. Everything else looks like separate bugs or docs issues.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43596 is the broadest representative of the clearest duplicate pair in the cluster (the ZeRO-3/Bert index-0-out-of-bounds bug), while the rest of the items are unrelated.", + "summary": "This set is mostly unrelated issue reports. I only see two strong duplicate subclusters: the Bert/DeepSpeed ZeRO-3 index-0 failures and the torch 2.4.1 incompatibility reports.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-0-out-of-bounds bug, and it has a near-identical duplicate in 43638.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best issue anchor because it has the clearest duplicate evidence and a general title for that bug class.", + "best_issue_reason": "issue:43596 is the best representative issue overall among the true duplicate pairs: specific, reproducible, and general enough to cover 43638.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions API error." + "reason": "Same broad model family, but different failures: missing config attribute vs streaming chat/completions error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend failures (AMD GPU vs MPS histogram op)." + "reason": "Different hardware/code paths: AMD GPU failure for GPT-OSS vs MPS histogram not implemented for Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and symptoms: image dtype mismatch vs AMD GPU runtime failure." + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but they involve different models and code paths." + "reason": "Both are runtime errors, but the model/code-path and root cause are unrelated." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models/examples and failure modes; not the same bug." + "reason": "GPT-OSS on AMD GPUs is unrelated to the Nemotron example breakage." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/backend problems with no shared concrete failure path." + "reason": "Different model families and failures; no shared concrete bug path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated problems." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and Qwen3-MoE FP8 failure are different issues." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX issue vs device-mapping CUDA assert; different failures." + "reason": "Export-time issue vs device-mapping CUDA assert; different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "A task crash and a docs cleanup request are not the same underlying issue." + "reason": "Table QA crash and outdated RAG docs are unrelated." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export failure is unrelated to the GenerationMixin import regression." + "reason": "ONNX export error and GenerationMixin import error do not describe the same bug." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs, but they point to different removed references and are not the same specific doc bug." + "reason": "Both are v5 docs cleanups, but they reference different removed docs content and are separate documentation issues." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training failures: embedding unpacking vs resume/trust-remote-code behavior." + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are unrelated failures." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." + "reason": "Different topics: remote-code resume issue vs YOLO multi-GPU device map problem." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different problems." + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different error classes: ZeRO-3 Bert index error vs mask/tensor shape mismatch." + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BERT initialization and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to training resume with remote code." + "reason": "BERT ZeRO-3 init bug is unrelated to the remote-code resume issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing/shapes, but the model/setup and failure path differ." + "reason": "Different concrete failures: ZeRO-3/BERT index error vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/index mismatch is unrelated to video chat-template feature counting." + "reason": "Mask/tensor shape mismatch and Qwen3.5 video token mismatch are different problems." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training-resume issue and Nemotron example breakage are different topics." + "reason": "Remote-code resume and Nemotron example breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Mask shape mismatch and GPT-OSS TP-only failure are different code paths." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and training-resume problems are unrelated." + "reason": "Video StopIteration and resume-training remote-code issues are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert zero-sized tensor indexing." + "reason": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert index-0-out-of-bounds bug; 43638 is just a narrower repro with a non-pretrained Bert model." + "reason": "Same ZeRO-3/BERT initialization bug: both report index-0-out-of-bounds with a non-empty vs non-pretrained variant." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." + "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP-only behavior are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." + "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to LoRA merge/save/reload consistency." + "reason": "Qwen-3 NVFP4 run error and LoRA merge/reload mismatch are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class import error are different code paths." + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different issues." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." + "reason": "DeepSpeed training weight-dimension error and collective mismatch are not the same failure." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device mapping." + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device map failure are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor recompute mismatch is not the same as the mask/index error." + "reason": "FSDP activation-checkpoint recompute mismatch is a different bug from a mask indexing shape error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram-not-implemented and YOLO device-map failures are different backend issues." + "reason": "MPS MoE histogram error and YOLO multi-GPU device mapping are unrelated." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both concern Qwen3.5 MoE rotary embedding, but they describe different bugs and different triggering paths." + "reason": "Both involve Qwen3.5 MoE rotary embedding, but one is CPU offload incompatibility and the other is uninitialized memory after meta-to-empty materialization." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation checkpointing issue is unrelated to CustomTrainer compute_loss signature drift." + "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer kwarg incompatibility are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 indexing bug is unrelated to GPT-OSS tensor-parallel method calls." + "reason": "BERT ZeRO-3 init bug is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure mechanisms; not duplicates." + "reason": "Different model families and different failure modes." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different bugs." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Different model/runtime failures; no shared concrete bug." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Gemma4 expensive reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different problems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window config error is unrelated to the Mistral regex patch crash." + "reason": "Gemma3 config attribute issue with vLLM and Mistral tokenizer regex crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility regression; the titles describe the same environment-level problem." + "reason": "Both report the same torch 2.4.1 compatibility problem; 46515 is the shorter duplicate of 45800." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device mismatch in Gemma4 PLE is different from reverse embedding lookup cost." + "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are separate issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP recompute mismatch and Qwen3 CUDA assert are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:44292", - "accept": false, - "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are different issues." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel issues." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different failures." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and errors: autocast dtype mismatch vs NVFP4 runtime failure." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." }, { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different backends and model-specific errors; not the same bug." - }, - { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + "reason": "Both are docs cleanup, but one is pipeline-task references and the other is run-command references." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:43039", + "right": "issue:43828", "accept": false, - "reason": "Qwen NVFP4 failure is unrelated to Qwen3.5 embedding unpacking with TRL." + "reason": "Liger Kernel cross-entropy routing and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Different model-specific runtime errors." + "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT unpacking failure is unrelated to GPT-OSS tensor-parallel problems." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross-entropy call is unrelated to TRL Qwen3.5 embedding unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 index error are different model-specific bugs." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs issues from v5 removals, but they affect different documentation sections and are not the same change." + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:34634", + "right": "issue:35545", "accept": false, - "reason": "Different models/backends; not a duplicate pair." + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Liger kernel cross_entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "GPT-OSS on AMD GPUs and outdated RAG docs are unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:45823", + "right": "issue:45507", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + "reason": "Gemma4 device mismatch and GraniteMoEHybrid invalid method are different bugs." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:44560", + "right": "issue:46294", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." + "reason": "Both mention video, but the errors are different: StopIteration vs feature/token count mismatch." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "AMD GPU runtime failure is unrelated to the RAG docs issue." + "reason": "Phi autocast dtype mismatch and MPS histogram Int error are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy behavior is unrelated to the mask-shape IndexError." + "reason": "Liger Kernel cross-entropy issue and mask shape mismatch are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The two accepted duplicate strands are well supported by the packet titles/body signals (43596/43638 and 45800/46515), and the other pairwise rejections are conservative rather than overclaimed. The cluster summary stays appropriately cautious about heterogeneity." + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles/body patterns, and the rejected soft pairs are mostly plausibly unrelated based on concrete model/path differences rather than broad similarity alone." }, "evaluator_used": true, "retried": false, @@ -555,7 +507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36010", "issue:39290", @@ -623,10 +575,10 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:44292|issue:46015", "issue:43866|issue:44863", - "issue:39290|issue:43531", + "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43854|issue:43866", @@ -639,8 +591,8 @@ "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:36010|issue:39290", "issue:45464|issue:45685", + "issue:36010|issue:39290", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -649,280 +601,256 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "66be83645e095127e1e9ab6972788959e0933c849044345a98d4c669a94096ff", + "prepared_review_unit_hash": "50d19502d53cb6f829485deba8d0ea36ea987a805bf215c0d8d2791d78170443", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39730, - "estimated_input_tokens": 9933, - "estimated_eval_tokens": 20122 + "serialized_chars": 39734, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model- or environment-specific bugs. The only clear duplicate pair is the v5 AutoTokenizer regression: the broad multi-model report is the best umbrella issue.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broad v5 AutoTokenizer token-ID regression across multiple model families, which subsumes the narrower Granite-only report.", + "summary": "This cluster is mostly heterogeneous and does not represent one single bug. The only clear duplicate-like subclusters are the tokenizer wrong-ID regression (45812/45920) and the DeepSpeed ZeRO-3 index-out-of-bounds loading failures (41762/43596).", + "confidence": 0.87, + "canonical_issue_reason": "issue:45920 is the broader tokenizer-regression report: it covers multiple model families and explicitly frames the problem as a v4\u2192v5 regression, while issue:45812 is a narrower Granite-only instance.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global issue candidate: broad scope, clear regression framing, and it matches the accepted duplicate pair.", + "best_issue_reason": "issue:45920 is the best representative issue because it generalizes the underlying tokenizer-ID regression across several affected models and likely matches the broader fix scope.", "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, versions, and code paths." + "reason": "Both are compatibility regressions, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 with USE_DISTRIBUTED=0; different concrete failures and likely different fixes." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different problem domains: one is a vLLM model load failure, the other is a PyTorch/distributed support regression." + "reason": "Different model/runtime problems: PaddleOCR-VL loading in vLLM versus distributed support breakage in v5.9.0." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and different failure modes." + "reason": "Different models and symptoms: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and symptoms; only a broad theme of inference failure overlaps." + "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device-map CUDA assertion on A800." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both mention Zero-3 and an index error, but the model/setup details differ enough that the shared root cause is not clear from the titles alone." + "accept": true, + "reason": "Both report the same ZeRO-3 loading path failing with index-out-of-bounds errors during model initialization; this looks like one underlying bug affecting different models." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are documentation issues, but they cover different docs and different outdated guidance." + "reason": "Both are docs issues, but they concern different documentation mismatches and unrelated content." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated failures in different subsystems: AMD GPU support versus table-question-answering crashes." + "reason": "Completely different subsystems: AMD GPU failure for GPT-OSS versus table-question-answering crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different runtime/storage error versus a distributed-build compatibility regression." + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch compatibility regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different feature areas and failure signatures; no shared underlying bug is evident." + "reason": "Liger Kernel calling cross_entropy and Qwen3-vl video StopIteration are unrelated bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/model-routing bugs, but one is device placement and the other is chat-template video token alignment." + "reason": "Different failure modes: device placement mismatch for Gemma4 PLE versus video feature/token mismatch in apply_chat_template." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure points (processor parsing versus device-map forward mismatch)." + "reason": "Voxtral processor failure and Gemma4 device mismatch are separate model-specific issues." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Model detokenization bug versus docs example drift; not the same underlying change." + "reason": "Detokenization bug in deepseek-coder is unrelated to outdated RAG examples documentation." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." + "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model loading implementation issue versus documentation examples; unrelated." + "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and distributed-build breakage are different regressions." + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support break are different compatibility regressions with different code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying regression: v5 AutoTokenizer returns wrong token IDs across models; 45920 is the broader multi-model duplicate of 45812." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." + "reason": "Both describe the same tokenizer wrong-ID regression in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-specific loading problems with no shared concrete bug." + "reason": "Different loading failures for different models: corrupted checkpoint versus implementation unable to load checkpoints." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Both mention sliding-window-related failures, but the models and failure contexts differ too much to treat as the same bug." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to outdated RAG documentation." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "Bitsandbytes API incompatibility is unrelated to the PyTorch distributed support regression." + "reason": "bitsandbytes Int8Params argument incompatibility is not the same bug as the PyTorch distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3 vLLM config attribute issue and the other is a Qwen3-MoE sliding_window model issue; too different to merge." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors during loading, but the exact shapes, models, and contexts differ." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 empty-tensor init failure." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading and table-question-answering crashes are unrelated." + "reason": "Whisper model loading and table-question-answering task crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different load-time failures; no evidence of a shared root cause." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model-specific problems." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different issues." + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic field regression are unrelated compatibility issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compiler/tracing-related, but the model, op, and regression are different." + "reason": "Different compiler/tracing regressions on different models and ops; not the same concrete bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table-question-answering crash do not match." + "reason": "Detokenization bug and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Different failure modes in unrelated areas." + "reason": "Whisper loading failure is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same code-path problem." + "reason": "Qwen3.5-35B chat crash and streaming chat/completions failure are different Qwen issues with different symptoms." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both involve loading/runtime problems, but one is a Zero-3 index error and the other is a torch/transformers version incompatibility." + "reason": "ZeRO-3 index-out-of-bounds loading and torch/transformers version incompatibility are different bugs." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different subsystems and symptoms; no shared underlying bug." + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map auto failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated model runtime error versus table QA task crash." + "reason": "Qwen NVFP4 runtime error is unrelated to table-question-answering task crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure classes." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "Both are import/config-related regressions, but they are distinct issues with different symptoms and targets." + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Gemma4 PLE device mismatch are separate model/runtime issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming API failure and MPS histogram unsupported error are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Compiler-tracing error versus autocast dtype mismatch; not the same bug." - }, - { - "left": "issue:44841", - "right": "issue:45084", - "accept": false, - "reason": "Processor failure and template-node compilation error are different changes/problems." - }, - { - "left": "issue:45507", - "right": "issue:46869", - "accept": false, - "reason": "Different models and failure contexts; no concrete shared bug." + "reason": "Streaming chat API failure and MPS histogram_mps unsupported for Int are unrelated." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Weight-tying bug in one model versus corrupted checkpoint in another." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern issue are different regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the model/setup and likely root causes differ." + "reason": "Both are IndexErrors, but the tensor-shape mismatch and the ZeRO-3 empty-index failure are not the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback logic and remote-code config_class lookup are unrelated." + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: issue:45920 is the broadest v5 AutoTokenizer regression report, and issue:45812 is the narrower Granite-specific version of the same bug based on the titles. The other soft-edge rejections are conservative and mostly well supported by the issue titles alone. One small caveat is that the phrase \"accepted duplicate pair\" is not explicitly shown in the packet, but the overall canonicalization choice still looks reasonable." + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, and the two duplicate-like subclusters it names are well supported by the issue titles and soft-pair similarities. The accepted soft-edge pairs are also phrased cautiously enough to avoid overstating certainty." }, "evaluator_used": true, "retried": false, @@ -941,7 +869,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:39186", "issue:40990", @@ -1007,16 +935,16 @@ "issue:46869|issue:47228", "issue:45507|issue:47228", "issue:41093|issue:43596", - "issue:45020|issue:45800", "issue:43716|issue:46294", + "issue:45020|issue:45800", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", "issue:43596|issue:46165", "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:39186|issue:44918", "issue:43716|issue:44918", + "issue:39186|issue:44918", "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:45632|issue:45698", @@ -1029,94 +957,94 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "e0eaa793fa2847773cc64b470febf889259031e5ac546958f7f1b5540bfe092a", + "prepared_review_unit_hash": "3d3a717525507c7df32f7bfbd8cd28edf8126061c21d71d7e15354900ebec74c", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38032, - "estimated_input_tokens": 9508, - "estimated_eval_tokens": 19272 + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions are grouped together by superficial wording. Only two soft edges look like true duplicates/sub-duplicates: Qwen video-input regression and trust_remote_code module-cache collisions.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45070 is the broadest, most general regression report in the set (v5.4.0 / PretrainedConfig / pydantic), and it is the closest thing to a hub among the few config-related items.", + "summary": "Mostly unrelated bug reports, with two plausible duplicate subclusters: Qwen video-input/template mismatches and trust_remote_code custom-module/cache collisions. The rest of the soft pairs look like neighboring regression reports but not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "45020 is the broadest umbrella issue in the set, covering the remote-code regression subgroup better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45070 is the most representative issue for the small config/version-regression subset; the rest of the cluster is too mixed to serve as one clean canonical for everything.", + "best_issue_reason": "45020 is the strongest canonical-style issue overall: it states a broad, actionable regression affecting multiple remote-code models and can absorb several related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both involve v5 config breakage, but one is StableLmConfig pad_token_idx and the other is a pydantic/PretrainedConfig field regression; different bugs." + "reason": "Different failures: one is a missing config field after v5 update, the other is a pydantic/config validation break. Related theme, not the same bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "torch/transformers version incompatibility is unrelated to Gemma4 device-map forward dtype/device mismatch." + "reason": "One is a torch/Transformers compatibility problem; the other is a Gemma4 forward device mismatch. Different code paths and symptoms." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is not the same as GGUF gpt-oss architecture support." + "reason": "Unrelated model-loading/support issues: PaddleOCR-VL in vLLM versus GGUF gpt-oss architecture support." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes _is_hf_initialized constructor breakage is unrelated to Sam3 bf16 compilation regression." + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but they affect different models and code paths; no clear shared underlying bug." + "reason": "Both are index/mask-style failures, but they involve different models, workflows, and likely different root causes." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Sam3 compilation regression are distinct failures." + "reason": "Image-preprocessor dtype mismatch is not the same problem as the Sam3 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "torch.autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues entirely." + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both mention transformers 5.0-era breakage, but init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig are separate code paths." + "reason": "Both involve v5-era breaking changes, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field/pydantic break." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory growth/OOM is not the same as tied-weights behavior on translation models." + "reason": "int4 OOM under v5.x and tied-weights translation-model issues are different concrete bugs." }, { "left": "issue:43531", @@ -1128,151 +1056,151 @@ "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map auto failure and Sam3 bf16 compilation regression are different model/runtime problems." + "reason": "YOLO device-map issues and Sam3 compilation regression affect different models and code paths." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid method call is not the same as the Sam3 compilation issue." + "reason": "GraniteMoEHybrid invalid-method calls are not the same problem as the Sam3 bf16 compilation regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors, but they arise from different models and different failure mechanisms." + "reason": "Both are IndexErrors, but the shapes, triggers, and model contexts differ; too broad to merge." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "remote_code breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "Similar multimodal/Qwen3.5 area, but image dtype mismatch and video token/feature mismatch are different concrete bugs." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both touch multimodal/video paths, but one is a dtype mismatch in Mistral-3 and the other is a Qwen3.5 chat-template video token/feature mismatch; not the same bug." + "reason": "remote_code breakage and torch/Transformers version incompatibility are distinct root causes." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch on Qwen3.5-family models after a recent change." + "reason": "Both report Qwen video-input regressions with mismatched video features/tokens on the same model family; likely the same underlying template/tokenization bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality report and the other is a concrete AutoModel/pipeline wrong-output bug; not clearly the same code-path." + "reason": "Siglip2 embedding quality regression and nonsensical pipeline results are related at most by model family, not the same bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." + "reason": "Broken official example and multi-GPU device-map failure are different issues." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Deepspeed zero3/BertModel index-out-of-bounds and remote-code resume issues do not share a concrete underlying defect." + "reason": "The deepspeed zero3 BertModel crash and the trust_remote_code resume/training issue do not share the same failure mode." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping in AutoModelForCausalLM is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized-memory materialization." + "reason": "Both involve Qwen multimodal internals, but one is from_config text_config handling and the other is uninitialized rotary embedding memory." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class attribute error are different bugs." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT training." + "reason": "Different modalities and failures: image preprocessor dtype mismatch versus input-embedding unpacking in TRL SFT training." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT input-embedding unpacking are different failures." + "reason": "FSDP weight-shape error and Qwen3.5 TRL embedding unpacking failure are unrelated." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different problems." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are not the same bug." + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to trust_remote_code module-cache/key collisions that can cause the wrong custom module to be loaded after save/load, so they plausibly share one fix." + "reason": "Both point to trust_remote_code dynamic-module cache/path collisions causing the wrong custom module to be loaded." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to flash-attn2 fallback selection." + "reason": "FineGrainedFP8/Qwen3-MoE loading failure is unrelated to flash-attn fallback blocking." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head in Mistral3ForConditionalGeneration is a different bug from tied-weights translation model issues." + "reason": "lm_head tying in Mistral3 conditional generation is a different tied-weights bug than translation-model v5 behavior." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion and docs-run-command removal are unrelated." + "reason": "A DSA indexer discussion and docs mentioning a removed command are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as translation tied-weights handling." + "reason": "Quantization/offloading behavior does not match the tied-weights translation-model regression." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo is unrelated to obsolete docs mentioning the removed run command." + "reason": "Cache-strategy typo and removed-run-command docs issue are different documentation bugs." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to translation tied-weight behavior." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights translation-model behavior." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method are different bugs." + "reason": "TRl embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:45183", "right": "issue:46463", "accept": false, - "reason": "The XOR input validation bug and the T5 decoder-input error-message bug are related in theme, but not clearly the same concrete defect." + "reason": "They both concern input validation, but T5 decoder-input messaging and broad XOR validation across models are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two accepted pairs are plausibly same-bug duplicates, while the rejected pairs are well-justified as different issues. Canonical selection for issue:45070 is reasonable given the mostly heterogeneous cluster." + "feedback": "Grounded overall. The canonical choice of issue:45020 is defensible from the packet, and the two accepted soft pairs (44479/46294, 45632/45698) are conservative enough. The rejections also stay within the evidence rather than overclaiming duplication." }, "evaluator_used": true, "retried": false, @@ -1291,7 +1219,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", "issue:28530", @@ -1326,8 +1254,8 @@ "issue:44991", "issue:45005", "issue:45020", - "issue:45237", "issue:45399", + "issue:45520", "issue:45663", "issue:45701", "issue:45859", @@ -1353,8 +1281,8 @@ "issue:43644|issue:43950", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:43054|issue:45701", "issue:45920|issue:46489", + "issue:43054|issue:45701", "issue:43828|issue:44928", "issue:38175|issue:43054", "issue:45987|issue:46858", @@ -1365,8 +1293,8 @@ "issue:42947|issue:44387", "issue:44403|issue:44451", "issue:24643|issue:28530", - "issue:43975|issue:45237", "issue:44403|issue:44488", + "issue:43975|issue:45520", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:42947|issue:43856", @@ -1374,220 +1302,220 @@ "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "ea77c8248d17fc07e5b97d8a45f73e113a15ce5fb2a610c6a1d0d300dc66ad40", + "prepared_review_unit_hash": "238fd85fbc11fd6c0d58a4fac8dab0a1be4d26487b2e9a046478d5e79e43dea0", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are related only at a broad subsystem level and should stay separate. Clear duplicates are the non-persistent-buffer regression issues, the StaticCache seq_length contract bug, and the Gemma4 quantized embedder dtype-cast bug.", + "summary": "Most items are unrelated standalone issues. The only clear duplicate clusters are the non-persistent buffer regression in v5, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache get_seq_length contract bug. No pull requests are present.", "confidence": 0.77, - "canonical_issue_reason": "issue:43950 is the best umbrella for the non-persistent-buffer regression cluster: it states the root problem directly and can subsume the narrower reports in 44534 and 45902.", + "canonical_issue_reason": "issue:43950 is the most specific representative of the non-persistent-buffer regression cluster: it names the exact failing API (`from_pretrained`), the corrupted object type (`register_buffer(persistent=False)`), and the v5 regression scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest global anchor because it describes the underlying regression rather than one downstream symptom.", + "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most concrete duplicate target among the cluster and most precisely states the shared underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Both concern loading/weight handling, but they are different failures in different model families and code paths." + "reason": "Different bugs in different model families: NemotronH checkpoint loading vs tied-weights handling for translation models." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer regression vs Qwen NVFP4 runtime failure; no shared underlying bug is evident." + "reason": "Different model-specific failures: tokenizer detokenization regression vs Qwen NVFP4 loading/runtime error." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer bugs, but on different models with different symptoms and likely different fixes." + "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors and model-quality regression are not the same bug." + "reason": "Docs example mistakes/quantization failure is not the same issue as degraded SigLIP2 text embeddings." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same transformers v5 non-persistent-buffer corruption/junk-initialization regression." + "reason": "Same v5 regression: non-persistent buffers are being corrupted/filled with junk." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Training API signature breakage and DeepSpeed ZeRO-3 loading crash are unrelated." + "reason": "Unrelated training API signature error vs DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "These are related to Mamba2-family recurrence, but they target different classes and likely different fixes." + "reason": "Related Mamba-family code, but different concrete model/path and not clearly the same bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is buffer corruption during loading." + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different compatibility errors with different failure modes." + "reason": "Different quantization/storage incompatibilities with different failure modes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "46932 is a direct follow-up/fix for the same Gemma4 quantized vision/audio embedder dtype-casting bug." + "reason": "Clear duplicate: both are Gemma4 quantized vision/audio embedder dtype-casting bugs." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:45920", + "right": "issue:46489", "accept": false, - "reason": "Different symptoms: SigLIP2 embedding quality vs tokenization changes across transformers versions." + "reason": "Both concern tokenization, but they affect different models and different tokenizer bugs." }, { - "left": "issue:45920", - "right": "issue:46489", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer issue; not the same concrete bug." + "reason": "Different topics: SigLIP2 embedding quality vs broad tokenization changes." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch and RLHF gradient explosion via 3D position_ids are distinct issues." + "reason": "Different model/backends and different failure types; not the same concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; not clearly the same defect." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Both describe the same StaticCache.get_seq_length contract/return-type bug." + "reason": "Same API bug: `cache.get_seq_length()` returns a tensor instead of an int, with 46858 showing a backend-specific downstream failure." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Both are manifestations of the same non-persistent-buffer initialization/corruption regression during model loading/materialization." + "accept": false, + "reason": "Related buffer/materialization theme, but 45902 is a model-specific uninitialized-memory bug rather than the same from_pretrained regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one is an embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy." + "reason": "Different SigLIP2 issues: embedding quality regression vs HF/JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention crash from 3D position_ids and CPU-offload incompatibility are separate problems." + "reason": "Different Qwen3.5 issues with different code paths: flash-attention crash vs CPU-offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError is unrelated to non-persistent-buffer materialization." + "reason": "Different models and different failure mechanisms; both involve weights/buffers but not the same bug." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing/LoRA effectiveness and int4 memory/OOM are different training-path issues." + "reason": "Different training pathologies: gradient checkpointing/LoRA vs int4 quantization memory growth." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model-loading failure are not the same bug." + "reason": "General loading noise vs a specific tokenizer loading failure for one model." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight dimensionality error and early-stopping metric detection are unrelated training configuration issues." + "reason": "Unrelated: DeepSpeed weight-dimension runtime error vs early-stopping metric resolution." }, { - "left": "issue:43975", - "right": "issue:45237", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer detokenization regression and AMD GPU execution failure do not share a concrete code-path." + "reason": "General logging/noise issue vs a specific model loading failure." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Both concern model loading, but they are distinct model-specific failures." + "reason": "Different root causes: model detokenization regression vs import-time KeyError on Python 3.13." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config field loss and broader remote_code breakage are related in theme only, not a clear duplicate." + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader loading regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated." + "reason": "Different model families and failure modes: DeepSpeed ZeRO-3 loading vs FineGrainedFP8 config failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are separate performance/training concerns." + "reason": "Different performance/training issues: gradient checkpointing vs MoE memory usage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + "reason": "Different tokenizer/loader problems with no clear shared code-path." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are different bugs." + "reason": "Bad tokenizer error message vs missing model attribute; unrelated issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import failure for a model class vs bitsandbytes parameter-construction incompatibility are unrelated." + "reason": "Different incompatibilities: missing model import vs bitsandbytes Int8Params keyword mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are grounded in the packet and generally conservative. The accepted pairs look like true same-bug duplicates, and the rejected pairs are mostly separated by model, code path, or symptom without overstating a shared root cause. The umbrella choice of issue:43950 is also supported by the titles and the nearby related reports." + "feedback": "The summary is grounded in the packet, and the canonical issue choice is reasonable. The accepted soft-edge pairs that link near-identical titles (43950/44534, 43644/43950, 46899/46932, 45987/46858) are conservative enough based on the available evidence, and the rejected pairs are appropriately cautious. No pull requests are present in the packet." }, "evaluator_used": true, "retried": false, @@ -1606,7 +1534,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", "issue:30064", @@ -1663,232 +1591,232 @@ "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:43828|issue:45823", "issue:41553|issue:43881", + "issue:43828|issue:45823", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:45715|issue:46315", "issue:43872|issue:46869", + "issue:45715|issue:46315", "issue:45759|issue:46661", "issue:43881|issue:43883", - "issue:45488|issue:46489", "issue:43827|issue:44509", "issue:45020|issue:46661", + "issue:45488|issue:46489", "issue:43404|issue:43950", "issue:46894|issue:46897", "issue:43792|issue:44220", "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:42947|issue:45923", - "issue:43940|issue:45313", "issue:43854|issue:44863", + "issue:43940|issue:45313", "issue:24643|issue:30064", "issue:44479|issue:44560", "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "57bca701194ed5911bdfed08d0edf032fb9c13eb8258bf62ef3e9cd0373b80c6", + "prepared_review_unit_hash": "3531998f648e30831d6c60910202468ed7672b6d5ae15cd522281a9995c8ec7f", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous model-specific bugs and regressions. The only clear duplicate pair is the v5 docs/pipeline-removal cleanup; the rest are related at best by broad subsystem or error shape, not the same underlying fix.", - "confidence": 0.57, - "canonical_issue_reason": "issue:44509 is the clearest and broadest representative of the duplicated docs regression: it explicitly covers the removed v5 pipeline tasks across text2text-generation, summarization, and translation.", + "summary": "Mostly a heterogeneous issue bundle spanning tokenizer, model-loading, training, docs, and vision/audio regressions. Only a few pairs look like true duplicates or near-duplicates; most are merely same-subsystem reports and should stay separate.", + "confidence": 0.7, + "canonical_issue_reason": "issue:46894 is the clearest concrete bug report in the set and the strongest duplicate anchor: it has the most discussion/inbound context and pairs directly with issue:46897 as the same training-loss double-shift problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44509 best represents the cluster's one clearly duplicated theme and has the broadest, most explicit scope among the docs reports.", + "best_issue_reason": "issue:46894 is the best overall issue candidate because it is specific, reproducible, and clearly tied to an otherwise matching duplicate report, making it the most useful canonical representative here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failures: tokenizer regex patch crash vs flash-attn2 fallback gating." + "reason": "Both mention flash-attn/Mistral loading paths, but one is a tokenizer regex crash and the other is a fallback-blocking check; different failure modes." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Unrelated model/runtime bugs: MPS int histogram error vs Gemma4 device mismatch." + "reason": "Different bugs: MPS histogram/int handling in MoE versus device placement mismatch with Gemma4 PLE." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model-loading errors for different models; no shared concrete code path shown." + "reason": "Both are model-loading failures, but for different model families and different error surfaces; not the same concrete bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Too broad vs specific device-map forward mismatch; not the same bug." + "reason": "Remote-code breakage is too broad to merge with a device_map/forward mismatch bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping helper failure is not the same as generic remote_code breakage." + "reason": "Tokenizer-mapping edge case versus remote_code compatibility regression; unrelated code paths." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Different dtype/autocast issue vs device-placement bug." + "reason": "Both are loading complaints, but one is about a bad AutoTokenizer error message and the other is a model loading failure." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Both are model loading problems, but for different models and different root causes." + "reason": "Different runtime issues: autocast dtype mismatch versus device mismatch during auto sharding." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regression and tokenizer codec/regex regression are separate problems." + "reason": "Broad remote_code regressions and a specific tokenizer codec/warning regression are not the same bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen and embeddings/tied-weights warnings, but the reported failures are not the same bug." + "reason": "Both involve Qwen/LoRA-related warnings, but one is cross-version incompatibility and the other is a config warning about tied embeddings." }, { - "left": "issue:45715", - "right": "issue:46315", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Opposite tokenizer conversion directions and different performance paths." + "reason": "bitsandbytes param-construction incompatibility is unrelated to YOLO multi-GPU device-map failures." }, { - "left": "issue:43872", - "right": "issue:46869", + "left": "issue:45715", + "right": "issue:46315", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO device-map failure." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and different internal loops." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite config unwrapping and remote-code config_class errors are distinct loader paths." + "reason": "Composite-config unwrapping in from_config is a different code path from remote-code model_class config_class handling." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model classes and different missing attributes/errors." - }, - { - "left": "issue:45488", - "right": "issue:46489", - "accept": false, - "reason": "Both concern tokenizer regressions on DeepSeek-family models, but the concrete tokenizer code paths differ." + "reason": "Both are model loading errors, but for different models and different missing pieces." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report stale references to removed v5 pipeline tasks after pipeline removal." + "reason": "These are effectively the same docs cleanup: both say pipeline task docs still reference removals from v5." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "46661 is one remote-code symptom, but 45020 is a broader umbrella and not clearly the same fixable defect." + "reason": "Generic remote_code breakage versus missing config_class on remote-code models; not the same underlying fix." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe v5 tokenizer output corruption/regression for DeepSeek-family models and point to the same tokenizer/pre-tokenizer handling area." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head weight tying and non-persistent buffer corruption are unrelated serialization/model-init bugs." + "reason": "Tied lm_head weights and non-persistent buffer corruption are different from_pretrained issues." }, { "left": "issue:46894", "right": "issue:46897", - "accept": false, - "reason": "Same error pattern, but different models; not enough evidence they share one concrete code-path fix." + "accept": true, + "reason": "Same training-loss double-shift bug, explicitly framed as the same pattern across two model reports." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Different audio pipeline failures with no clear shared root cause." + "accept": true, + "reason": "Whisper failing to run and a bug in _torch_extract_fbank_features() point to the same speech frontend code path." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging." + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging behavior are different bugs." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different trainer API mismatch vs tensor mask shape mismatch." + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated training errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention LoRA/gradient checkpointing, but one is ineffective checkpointing and the other is a missing flag on a remote-code variant." + "reason": "A general LoRA gradient-checkpointing complaint is not the same as a missing supports_gradient_checkpointing flag on a specific remote-code model." }, { - "left": "issue:43940", - "right": "issue:45313", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Both are ZeRO-3 load failures, but for different Qwen variants and likely different model mappings." + "reason": "Different model families and different load failures; no clear shared code-path bug." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43940", + "right": "issue:45313", "accept": false, - "reason": "GLM-4.7 test-loading issue and NemotronH checkpoint loading issue are unrelated model-specific failures." + "reason": "Both are ZeRO-3 weight-loading failures, but on different Qwen variants with different symptoms; too broad to merge." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation map preprocessing." + "reason": "DeepSpeed training weight-shape error and void segmentation-map preprocessing are unrelated." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Different video regressions affecting different model families and error modes." + "reason": "Both involve video input regressions, but the titles indicate different model scopes and different concrete failures." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic error shape, but not enough evidence of the same underlying bug or fix." + "accept": true, + "reason": "Nearly identical IndexError about mask shape not matching indexed tensor shape; looks like the same underlying indexing bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from position_ids/SDPA fallback is unrelated to flash_attention s_aux handling." + "reason": "Gradient explosion under SDPA/BF16 and an AttributeError in flash_attention sink handling are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the lone accepted pair (43827/44509) is supported by the titles as a docs cleanup around removed v5 pipeline tasks. The other soft-edge rejections stay conservative and do not overclaim shared root causes." + "feedback": "Grounded overall. The canonical issue choice is well supported by the packet, and the accepted soft pairs are conservative enough. Minor phrasing like \"most discussion\" is a bit broad, but not enough to invalidate the summary." }, "evaluator_used": true, "retried": false, @@ -1907,7 +1835,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36010", "issue:38175", @@ -1960,24 +1888,24 @@ "soft_pairs": [ "issue:43716|issue:46468", "issue:43366|issue:43828", - "issue:44530|issue:44863", "issue:44863|issue:46402", + "issue:44530|issue:44863", "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:45663|issue:45823", "issue:44155|issue:45584", + "issue:45663|issue:45823", "issue:42915|issue:43957", - "issue:43824|issue:43957", "issue:41553|issue:44488", + "issue:43824|issue:43957", "issue:43716|issue:44560", "issue:43950|issue:45834", "issue:42617|issue:43366", - "issue:44560|issue:45685", "issue:43645|issue:43646", + "issue:44560|issue:45685", "issue:44910|issue:46858", "issue:36010|issue:42915", "issue:44560|issue:44918", @@ -1993,244 +1921,250 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "e3b1b3f1a100ab5556811c7c7c2a8ee5911e8b6e71c8e0d82ce0133c3396607e", + "prepared_review_unit_hash": "9a945393e4b7fdb53e3b3283cc448f6db1cc0c7ad8a72573d4bf8b20c039057d", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37344, - "estimated_input_tokens": 9336, - "estimated_eval_tokens": 18928 + "serialized_chars": 37346, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model- or backend-specific bugs. I only see two true duplicate pairs: the Transformers 5 custom-model initialization regression, and the SigLIP2 zero-probability / nonsensical-output regression. Most other soft pairs share a broad subsystem but not the same concrete failure path.", - "confidence": 0.86, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 43994 is the best representative: it describes a concrete user-visible regression for SigLIP2, is broader than the earlier zero-probability report, and has an exact duplicate in 38175.", + "summary": "The cluster is mostly heterogeneous Transformer bug reports, with a few tight duplicate-like pairs. I only accept the pairs that appear to describe the same concrete failure mode; the rest are too model-, version-, or subsystem-specific to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43994 is the clearest representative of the strongest duplicate pair in the set: it names the exact model and a broad symptom, and it aligns closely with issue:38175\u2019s same-model regression report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43994 is the strongest global issue candidate because it is specific enough to be actionable, broad enough to cover the symptom family, and directly matches a duplicate report.", + "best_issue_reason": "issue:43994 is the best single issue representative because it is concrete, model-specific, and has the clearest same-bug counterpart; the rest of the cluster does not cohere around one dominant defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failures: Mistral-3 image preprocessor dtype mismatch vs Nemotron example breakage." + "reason": "Different problems: image preprocessor dtype mismatch vs a broken official example for Nemotron." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both are model-specific runtime issues, but one is GGUF/gpt-oss support and the other is a Phi-tiny-MoE autocast dtype mismatch." + "reason": "Both are model/runtime failures, but they point to different models and different code paths." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated failure modes." + "reason": "Both are load failures, but one is NemotronH checkpoint loading and the other is Sam3Model text-encoder weights not loading; not the same bug." }, { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Different models and symptoms: NemotronH loading failure vs Sam3Model text-encoder weights not loading." + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but for different models and likely different code paths; not the same bug." + "reason": "Both involve tokenizer loading, but the models and failure modes are different." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3-MoE sliding-window behavior are unrelated issues." + "reason": "Unrelated model-support and sliding-window issues." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A ZeRO-3/BertModel index error is not the same as a torch 2.4.1 compatibility issue." + "reason": "Specific DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch version incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen-family regressions, but the rope-index scaling bug and the meta-to-empty uninitialized-memory bug are different." + "reason": "Both mention rotary/position-related internals, but they are different models and different bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF model support and missing Float8 storage type are unrelated." + "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup failure." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert ZeRO-3 index error is not the same as torch version incompatibility." - }, - { - "left": "issue:45663", - "right": "issue:45823", - "accept": false, - "reason": "Same model family, but FSDP2 shared_kv_states KeyError and device_map auto forward mismatch are different code-path problems." + "reason": "DeepSpeed/BertModel IndexError is not the same as a torch 2.4.1 incompatibility." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription failure are unrelated." + "reason": "Different audio-generation bugs with different triggers and symptoms." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is distinct from meta-device loading regressions." + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch." }, { - "left": "issue:43824", + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." + "reason": "Qwen3MoE FP8 failure and meta-device loading breakage are separate issues." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading complaints, but the affected models and failure details differ." + "reason": "Both are loading-related, but they concern different models and different errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing VL class and meta-device loading failures are distinct bugs." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3-vl-embedding video StopIteration." + "reason": "Different multimodal models and unrelated failure modes." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "from_pretrained non-persistent-buffer corruption and Kosmos2.5 OCR index error are unrelated regressions." + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A 3d_parallel.py execution problem does not match GGUF gpt-oss support." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3-vl-embedding video failure and MPS histogram not implemented for Int are different backend/model issues." + "reason": "3d_parallel.py execution failure and GGUF architecture support are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same underlying Transformers 5 custom-model initialization regression; one is just a more specific notebook report." + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is a narrower instance of the broader custom-model initialization breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram int-not-implemented are unrelated." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache behavior, but the Qwen3.5 Flash Attention crash and the static-cache seq-length arithmetic bug are different." + "reason": "Both touch cache/position-related internals, but the concrete failure modes and code paths differ." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 failure." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.x failures: video StopIteration vs TRL SFT embedding unpacking." + "reason": "Different Qwen3-family failures with different triggers and symptoms." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "torch >= 2.9 flex_attention compilation failure is not the same as torch 2.4.1 incompatibility." + "reason": "Compiled flex_attention on torch>=2.9 is not the same as a torch 2.4.1 incompatibility." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and paths: Bamba SDPA/torch.compile vs Qwen3.5 Flash Attention position_ids handling." + "reason": "torch.compile+SDPA crash on Bamba-9B-v2 is different from the Qwen3.5 flash-attention position_ids bug." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both mention PEFT and gradient checkpointing, but ineffective checkpointing and a ZeRO-3 CheckpointError are not the same bug." + "reason": "Both involve PEFT and gradient checkpointing, but one says it is ineffective while the other reports a CheckpointError under ZeRO-3; too different to merge." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 incorrect output are distinct failures." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same underlying bug." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device_map mismatch and torch 2.4.1 incompatibility are unrelated." + "reason": "Gemma4 device-mapping mismatch is unrelated to a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "A tokenizer-mapping model-registration bug is not the same as a Gemma4 forward device mismatch." + "reason": "Tokenizer mapping-name validation failure and Gemma4 forward device mismatch are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl-embedding video StopIteration and a generic mask-shape IndexError are unrelated." + "reason": "Video StopIteration and mask-shape IndexError are distinct bugs." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs for the same model, with 43994 being the broader report." + "reason": "Same model-specific regression for google/siglip2-base-patch16-224; 43994 is the broader, more representative report and 38175 is a symptom-focused variant." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading regressions, but they affect different model families and likely different validation paths." + "reason": "Both are config-validation failures, but on different models/configs and likely different validation rules." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 Bert initialization and TOKENIZER_MAPPING_NAMES model-registration failure are unrelated." + "reason": "DeepSpeed ZeRO-3 BertModel IndexError and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "A Bert ZeRO-3 index error is not the same as the add-new-model-like tokenizer-mapping bug." + "reason": "Different bugs: BertModel ZeRO-3 init crash vs tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same error class, same DeepSpeed ZeRO-3 + BertModel initialization path, with only pretrained-vs-non-pretrained wording differing." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: it treats most cross-model/back-end matches conservatively as non-duplicates, and it only elevates the two supported duplicate pairs (43645/43646 and 38175/43994). The canonical issue choice is reasonable and the writeup does not overclaim broader equivalence beyond the evidence shown." + "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen canonical pair (38175/43994) is supported by the shared model-specific symptom, and the accepted soft-edge pairs are plausibly same-bug duplicates rather than overclaims. I don\u2019t see evidence that the cluster has a clearer single dominant defect than the analyst states, and the remaining pair rejections are appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -2249,7 +2183,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:38175", "issue:39692", @@ -2300,22 +2234,22 @@ "issue:46899" ], "soft_pairs": [ - "issue:45672|issue:46899", - "issue:44661|issue:44805", "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:41720|issue:42915", "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:45313|issue:45357", - "issue:46459|issue:46512", "issue:45507|issue:46468", + "issue:46459|issue:46512", "issue:43644|issue:43645", "issue:44488|issue:44991", "issue:39692|issue:43994", @@ -2328,216 +2262,223 @@ "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", + "issue:45276|issue:45335", "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "672e255dac713a24e8bfb9adc0fff509c50038c5605eb6d56b6a517446560c3e", + "prepared_review_unit_hash": "2500a9a9af47dbf569842be4d78d579abce4e5ebd242ba9ddc300c1973c81982", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35742, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "soft_pair_count": 30, + "serialized_chars": 36039, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a loose topical cluster of Transformers/v5, Qwen, Gemma, and tokenizer/loading regressions rather than one duplicate set. I only found one clear duplicate pair: the non-persistent buffer junk regression in Transformers 5.0.0.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43644 is the cleanest canonical issue because it states a concrete, self-contained Transformers 5.0.0 regression and has an essentially identical duplicate in issue:44534.", + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate pairs: the Transformers v5 non-persistent buffer corruption report and a Gemma4 4-bit multimodal dtype-cast failure. No pull requests are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is the clearest, most general statement of the shared Transformers v5 non-persistent-buffer bug, and issue:44534 is a near-verbatim duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best global triage anchor: it is precise, reproducible, and represents the only exact duplicate pair among the provided issues.", + "best_issue_reason": "issue:43644 is the strongest representative for the cluster because it is concise, specific, and directly duplicated by issue:44534; it captures the underlying regression better than the noisier variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45672", - "right": "issue:46899", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "Both are Gemma4 4-bit multimodal quantization failures, but one is a uint8/torch.finfo TypeError in audio modules and the other is a broader unsafe dtype cast in embedders; not clearly the same code-path bug." + "reason": "Different problems: Qwen3 MoE LoRA incompatibility on hf4.x vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: one is an add-new-model-like tokenizer-mapping bug, the other is an attention/mask shape IndexError." + "reason": "Unrelated bugs: tokenizer mapping registration failure vs a tensor/mask shape mismatch at indexing time." }, { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "Both involve Qwen3/Qwen3-MoE loading, but one is a LoRA compatibility regression and the other is BitNet packed-weight unpacking during accelerate loading; different bugs." + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same underlying Gemma4 4-bit multimodal dtype-cast bug; the second report broadens the same failure mode across audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different subsystems and symptoms: _is_hf_initialized flag breakage versus a Kosmos2.5 long-OCR index error." + "reason": "Different code paths and symptoms: _is_hf_initialized regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/offload/memory, but one is dequantized model offload on gpu+cpu and the other is disabling mmap on Strix Halo OOM; not the same underlying change." + "reason": "Both mention loading/memory, but the concrete bugs are different: dequantized model offload loading vs mmap-induced OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one reports zero probabilities while the other is a broken documentation example with model/processor mismatch and quantization errors; too different to merge." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Both are Qwen3-related, but one is auto device-map cuda assert and the other is FineGrainedFP8Config failure; different failure modes." + "reason": "Same model family, but not the same bug: zero probabilities vs docs example errors/quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-identical reports of Transformers 5.0.0 filling non-persistent buffers with junk; same regression, just title wording differs." + "reason": "Near-verbatim duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: auto device mapping cuda assert vs FineGrainedFP8Config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap OOM are unrelated issues." + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs mmap/OOM behavior on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different models and code paths: Qwen3 MoE LoRA loading versus Gemma4 resize_token_embeddings behavior." + "reason": "Different bugs: qwen3_moe LoRA usability on hf5.x vs Gemma4 resize_token_embeddings not updating embeddings." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + "reason": "Different models and failures: GLM5 issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Similar load failure phrasing, but these are different models; no evidence of the same concrete root cause." + "reason": "Both are model-loading failures, but there is no evidence they share the same concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn/OOM are distinct bugs." + "reason": "Different issues: NemotronH checkpoint loading vs missing linear_attn entries in Qwen3.5 TP plan." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained visual encoder keys." + "reason": "Different regressions affecting different paths: ZeRO-3 weight loading vs incorrect visual-encoder keys in save_pretrained." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype handling, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale; related theme, not same bug." + "reason": "Related to dtype handling, but different bugs and code paths: AutoModelForCausalLM loading vs from_config config-state staleness." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and the Nemotron example failure are unrelated." + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs Nemotron example breakage." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffers filled with junk and the other is Jupyter/custom-model initialization breakage." + "reason": "One is the non-persistent buffer junk regression; the other is a notebook/custom-model initialization issue." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer paths; insufficient evidence they are the same bug." + "reason": "Both are tokenizer/model loading regressions, but the titles do not indicate the same underlying bug." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad outputs with AutoModel/pipeline; not clearly the same concrete defect." + "reason": "Both involve SigLIP2, but one is a docs-example/quantization error report while the other is a nonsensical-results runtime bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and GLM-4.7-Flash test loading are different issues." + "reason": "Different model families and bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash loading in tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading behavior; too broad to treat as duplicate." + "reason": "Different symptoms: Qwen3 MoE training memory inefficiency vs quantization offloading not working." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA compatibility for Qwen3 MoE and resize_token_embeddings behavior are unrelated." + "reason": "Different embedding/output resize behavior; one is LoRA/model-compatibility, the other is resize_token_embeddings not affecting output_embeddings." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Same Qwen3 cluster, but one is a Qwen3 MoE loading regression and the other is a t5gemma embedding resize bug." + "reason": "Different models and concrete failures: Qwen3 MoE LoRA incompatibility vs t5gemma decoder embedding resize bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model families and failures: GLM-4.7-Flash load issue versus Qwen3-VL shape mismatch." + "reason": "Different model-loading failures for different models and failure modes." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Qwen3 MoE training memory usage is unrelated to the Transformers 5.x int4 CUDA reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM in Transformers 5.x." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic and SGD argument handling are different code paths." + "reason": "Unrelated bugs: Trainer checkpoint max_steps calculation vs SGD optimizer arguments being ignored." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are separate issues." + "reason": "Different model families and different persistence bugs: GLM5 vs sinq save/load breakage." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both are loading/saving-related, but one is extra_state handling and the other is unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." + "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Related resize_token_embeddings theme, but different models and different affected components." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding ByteLevel with Metaspace for DeepSeek and the other is wrong token IDs for Granite models; different root causes." + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and model families; not enough to call them the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is well grounded in the packet. The one accepted duplicate pair, issue:43644 and issue:44534, is strongly supported by the nearly identical titles and the soft-match signal. The other soft-edge verdicts are conservative and avoid overclaiming sameness when the evidence only shows topical similarity. Minor wording like \"precise, reproducible\" is a bit stronger than the packet directly proves, but not enough to undermine the overall conclusion." + "feedback": "Grounded overall. The cluster summary is conservative and supported by the packet: the two duplicate pairs (43644/44534 and 45672/46899) are plausible from the titles, and the rest of the pairwise rejections stay cautious. No PR pairs are present, so there is nothing mergeability-related to reject." }, "evaluator_used": true, "retried": false, @@ -2556,7 +2497,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36010", "issue:39404", @@ -2569,7 +2510,7 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43828", + "issue:43854", "issue:43873", "issue:43957", "issue:44079", @@ -2588,9 +2529,9 @@ "issue:44912", "issue:44928", "issue:44960", + "issue:45216", "issue:45276", "issue:45292", - "issue:45335", "issue:45362", "issue:45406", "issue:45588", @@ -2609,7 +2550,6 @@ ], "soft_pairs": [ "issue:46897|issue:46901", - "issue:45276|issue:45335", "issue:45362|issue:45406", "issue:43425|issue:43957", "issue:44402|issue:44488", @@ -2621,8 +2561,8 @@ "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:42947|issue:45704", - "issue:45663|issue:45859", "issue:44079|issue:46829", + "issue:45663|issue:45859", "issue:44292|issue:44912", "issue:36010|issue:39404", "issue:43957|issue:44756", @@ -2630,229 +2570,223 @@ "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:44863|issue:46468", - "issue:44479|issue:44877", "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:43828|issue:43957" + "issue:43854|issue:45216", + "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "3bbd11d6baedc6948b605c21ce615f6ea922a24bedf4f1354137ab2158d0e0cc", + "prepared_review_unit_hash": "29feae1863f0e024c6c771755d6009622eaf349441ea13318e7ca81c384783ba", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36775, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "soft_pair_count": 29, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These reports are mostly unrelated model- or feature-specific bugs. The only soft edge that looks like the same underlying issue is the resize_token_embeddings/output_embeddings regression pair; the rest are too model-specific or describe different code paths despite superficial similarity.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45292 is the cleanest, most general statement of the shared resize_token_embeddings/output_embeddings bug; issue:45276 reads like the Gemma4-specific instance of the same problem.", + "summary": "This cluster is mostly a set of unrelated model- or subsystem-specific Transformers bugs. The only strong duplicate-like pair is the resize_token_embeddings/output_embeddings regression; most other pairs are related only at a broad theme level and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the most general formulation of the shared bug and can cover the Gemma4-specific report as a narrower manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue because it states the core regression without extra model-specific noise and can subsume the narrower Gemma4 report.", + "best_issue_reason": "issue:45292 is the best representative issue because it states the core API regression broadly and is the cleanest target for deduping nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both mention training-loss double-shift, but they target different models and likely different implementations; similar symptom pattern is not enough to treat as the same bug." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": false, - "reason": "Both are about resize_token_embeddings not updating downstream embeddings, but they affect different model families and different internal fields; too little evidence they are the same code-path bug." + "reason": "Same broad training-loss-shift pattern, but the reports are model-specific and do not clearly describe one shared code path or fix." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different failures in different components: chat crashes for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." + "reason": "Different failures in different entrypoints: chat generation crash vs transformers serve processor attribute error." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is Torch 2.10 incompatibility; the other is a meta-device loading regression affecting some models on Transformers 5.x. Different issues and fixes." + "reason": "Both are compatibility/loading regressions, but the underlying problems differ: Torch 2.10 incompatibility vs meta-device model loading breakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch and a model-loading failure for a specific checkpoint are not the same underlying bug." + "reason": "Both involve model loading, but one is a vocab-size/token issue and the other is a broader load failure; no clear same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." + "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated root causes." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash_attention.py, but one is a 3D position_ids misinterpretation and the other is an s_aux=None AttributeError; different concrete bugs." + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an s_aux=None attribute error for sink-less models." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen auto device-map CUDA assert and AudioFlamingo3 batch leakage are unrelated." + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 token leakage are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen multimodal config unwrapping are different code paths." + "reason": "Gemma4 FSDP shared_kv_states behavior and Qwen multimodal text_config unwrapping are different code paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 documentation-example mistakes are not the same as the GLM5 issue." + "reason": "SigLIP2 documentation errors and GLM5 loading issues are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they are model-specific omissions in different architectures; not enough to merge as one bug." + "reason": "Both mention untied lm_head weights, but they are separate model implementations with distinct bug reports." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior and CUDA reserved-memory OOM under int4 are related only broadly; they are different symptoms and likely different fixes." + "reason": "Quantization/offloading problems are only broadly related; one is offloading behavior and the other is increased reserved memory causing OOM." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "FSDP2 shared_kv_states and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are separate bugs." + "reason": "Both concern output structures, but one is a generic ModelOutput key assignment bug and the other is a model-specific hidden_states field mix-up." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "ModelOutput key assignment semantics and VideoPrism output-field misassignment are not the same bug." + "reason": "Gemma4 FSDP KeyError and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both involve quantization loading, but they concern different models and different failures (NVFP4 run error vs MXFP4 fallback to bf16)." + "reason": "These are different quantization failures on different models and formats; same general area, not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regression and mmap-related OOM are different problems." + "reason": "Meta-device loading breakage and mmap/OOM behavior are different loading/runtime issues." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 batching corruption and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state rebuilding are different issues." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state bug are unrelated." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 reserved-memory OOM and disabling mmap on Strix Halo are not the same underlying bug." + "reason": "Int4 quantization reserved-memory growth and Strix Halo mmap OOM are different memory issues." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and an official Nemotron example being broken are too different to merge." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are unrelated." + "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related only by model family, not by the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both report resize_token_embeddings failing to propagate to output embeddings; 45276 is a model-specific manifestation of the same underlying bug described more generally in 45292." + "reason": "These describe the same resize_token_embeddings regression: output embeddings are not updated, with issue:45276 adding a Gemma4-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen VL variants and strict Granite Speech config loading are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient-checkpointing limitation and RLHF NaNs from 3D position_ids forcing a fallback are different failures." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are different issues." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common are different tokenizer bugs." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP shared_kv_states bug are unrelated." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "One is file-permission propagation during save_pretrained; the other is wrong custom-module reloading after save_pretrained. Related area, but not the same bug." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different model/save-path issues." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are different code paths." + "reason": "Custom-model file permissions during save_pretrained and wrong custom module resolution during from_pretrained are separate save/load bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is plausibly the same resize_token_embeddings/output_embeddings bug, with 45276 as a narrower Gemma4-specific instance. The other pairwise rejections are appropriately cautious and do not overclaim shared root cause from symptom similarity alone." + "feedback": "The evaluation is grounded in the packet and the soft-edge verdicts are conservative. The only clearly duplicate-like pair is issue:45276 / issue:45292, which is well supported by the titles and high similarity; the other pairs are reasonably kept separate. The summary does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2871,7 +2805,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36032", "issue:39404", @@ -2883,9 +2817,9 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43854", "issue:43901", "issue:43906", + "issue:43957", "issue:43994", "issue:44079", "issue:44164", @@ -2905,7 +2839,6 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45216", "issue:45292", "issue:45335", "issue:45701", @@ -2919,30 +2852,31 @@ "issue:46665", "issue:46869", "issue:46894", + "issue:46899", "issue:46901", "issue:47228" ], "soft_pairs": [ + "issue:45292|issue:45335", + "issue:43828|issue:43957", "issue:43645|issue:44164", - "issue:43854|issue:45216", "issue:43425|issue:47228", - "issue:45292|issue:45335", "issue:44589|issue:44756", - "issue:46894|issue:46901", - "issue:43646|issue:43708", "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:44530|issue:45084", + "issue:43611|issue:43645", "issue:39404|issue:45701", "issue:43425|issue:46869", - "issue:43611|issue:43645", "issue:44683|issue:45823", "issue:43425|issue:43716", "issue:39404|issue:46665", - "issue:44479|issue:44805", "issue:44589|issue:45084", + "issue:44479|issue:44805", "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:44164|issue:45759", @@ -2953,222 +2887,235 @@ "issue:44991|issue:45081", "issue:43906|issue:46326", "issue:44671|issue:44991", - "issue:39404|issue:44912" + "issue:39404|issue:44912", + "issue:45823|issue:46899" ], - "prepared_review_unit_hash": "8f0626751a4070e06fb4b62bf92a1bdd5f6579f9f3e02b18a4751a72183b80ac", + "prepared_review_unit_hash": "46fc126465b8bd0b8bf70b3503ef507a9d83959311a686838f5f0654f35e932a", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37118, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "soft_pair_count": 32, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are unrelated. I only see two soft-duplicate pairs that plausibly describe the same underlying bug: the resize_token_embeddings / tied-embeddings regression, and the training-loss double-shift regression across two model families.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45292 is the broadest and clearest description of the resize_token_embeddings regression; issue:45335 looks like a T5Gemma-specific instance of the same tied-embedding problem.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions. Only one soft edge looks like a true duplicate or near-duplicate: the `resize_token_embeddings` embedding-resize bug pair. The rest are distinct issues in different models, subsystems, or failure modes.", + "confidence": 0.83, + "canonical_issue_reason": "`issue:45292` is the broadest and most model-agnostic report: `resize_token_embeddings` failing to update output embeddings. `issue:45335` looks like a narrower t5gemma-specific manifestation of the same defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest representative issue in this set: it states the core API regression cleanly and is more general than the model-specific variant.", + "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core API-level symptom clearly and generalizes beyond one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate resized weights to a tied embedding/output path. The second issue is a model-specific instance of the first." + }, + { + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Different bugs: one is custom model initialization in notebooks, the other is save/from_pretrained handling of extra_state." + "reason": "Both mention dtype/device-related failures, but one is an autocast mismatch in Phi-tiny-MoE and the other is meta-device loading breakage across some models. Different code paths and symptoms." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Different failure modes and code paths: model-load correctness in unit tests vs a Qwen3.5 save_pretrained regression." + "reason": "One is about custom model initialization in Jupyter notebooks; the other is about `save_pretrained`/`from_pretrained` mishandling `extra_state`. Not the same bug." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both mention torch compatibility, but one is a generic Torch 2.10 incompatibility and the other is a specific Sam3 bf16 compilation regression." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same underlying regression: resize_token_embeddings is not propagating to tied output/decoder embeddings; the second issue is just a T5Gemma-specific manifestation." + "reason": "Both reference Torch/version compatibility, but one is a general Torch 2.10 incompatibility and the other is a Sam3 bf16 compilation regression between two Transformers releases. Different failures." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + "reason": "`Float8_e4m3fnStorage` lookup failure is a storage/deserialization issue; disabling mmap on Strix Halo to avoid OOM is a memory-management workaround. Not the same underlying defect." }, { - "left": "issue:46894", - "right": "issue:46901", - "accept": true, - "reason": "Both describe the same training-loss double-shift bug, where labels are effectively shifted twice and the model trains against labels[..., 1:]." + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is about vocab-size/token ID inconsistencies and the other is a model-specific loading failure for ScandiBERT. No evidence of a shared code-path bug." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Different problems: custom model initialization broke in v5, while the other is about resume_from_checkpoint max_steps calculation." + "reason": "Custom model initialization issues are unrelated to `resume_from_checkpoint` computing `max_steps` incorrectly after changing batch size." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:46894", + "right": "issue:46901", "accept": false, - "reason": "The first is about tokenizer vocab inconsistencies; the second is a model loading failure for ScandiBERT, with no clear same-code-path evidence." + "reason": "Both describe a double-shift training-loss pattern, but they affect different model implementations. Similar pattern is not enough to treat them as the same bug." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Both are torch-related, but the concrete bugs differ: version incompatibility versus an autocast dtype mismatch in a specific model." + "reason": "General Torch incompatibility vs a specific autocast dtype mismatch in Phi-tiny-MoE. Different root cause and scope." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "One is a tokenizer performance regression, the other is a CodeLlama encode/decode leading-space correctness regression." + "reason": "One is a performance regression in `convert_tokens_to_ids`; the other is a CodeLlama round-trip tokenization correctness bug. Different behavior and code paths." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is a correctness bug; convert_tokens_to_ids slowdown is a separate performance regression." + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are separate tokenizer regressions, not the same defect." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Distinct issues: PagedAttentionCache linear_attention crash vs a compiler template-node type error." + "reason": "A Qwen3.5 `PagedAttentionCache` group-type crash is unrelated to a template compilation error. Different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure is distinct from notebook-based custom model initialization breakage." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline behavior and a general tokenization-version change are not the same bug." + "reason": "Whisper `return_language` pipeline behavior and generic tokenization changes in v5 are different issues." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Both involve PyTorch-era regressions, but one is about Torch 2.10 compatibility and the other is YOLO device_map auto on multi-GPU." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Base_model_prefix loading issues are different from notebook-defined custom model initialization failures." + "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU `device_map=\"auto\"` failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Different concrete problems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device mismatch with device_map=auto." + "reason": "Compiled `flex_attention` failures on newer Torch versions are unrelated to Gemma4 device placement mismatches during forward." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A generic torch incompatibility is not the same as the Mistral-3 image preprocessor dtype mismatch." + "reason": "A general Torch version incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Unrelated pipeline/Whisper issue versus inconsistent from_pretrained behavior inside Python classes." + "reason": "Whisper pipeline `return_language` regression and inconsistent `from_pretrained` behavior inside Python classes are unrelated." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Video-input regression for Qwen variants and a tensor mask shape mismatch are different code-path failures." + "reason": "Storage-object lookup failure and template-compilation failure are unrelated implementation bugs." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Missing Float8 storage and compiler template-node errors are unrelated." + "reason": "Video input regression for Qwen VL models and a generic mask-shape IndexError are different failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning removed pipeline tasks is separate from the TextClassificationPipeline return_all_scores doc/behavior mismatch." + "reason": "Both are docs-related, but one is about a stale `return_all_scores` mention and the other about removed pipeline tasks. Different documentation targets." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment behavior are distinct issues." + "reason": "SigLIP2 producing nonsense outputs and `ModelOutput` key assignment with `None` are not the same code-path problem." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling is unrelated to from_config failing to unwrap text_config for composite Qwen configs." + "reason": "`extra_state` serialization/deserialization is unrelated to unwrapping `text_config` in composite Qwen multimodal configs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf_file loading failures are different bugs." + "reason": "T5Tokenizer special-token method conflict and `gguf_file` loading failures are distinct tokenizer/model-loading issues." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + "reason": "An isolated reproduction of a previous issue is not enough to merge with a Qwen3.5 cache crash; no shared concrete bug is evident." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check and Perceiver non-default-resolution failures are unrelated." + "reason": "`torch.export` with `torch_compilable_check` and Perceiver non-default-resolution failures are different model/export paths." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage is separate from the mistral_common continue_final_message bug." + "reason": "A broken quantized model reload after save is not the same as a tokenizer `continue_final_message` bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading bugs, but they affect different model families and different failure points." + "reason": "Both concern tokenizer loading regressions, but they affect different models and different failure mechanisms (`est-roberta` load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue for an earlier bug and a mistral_common tokenizer formatting bug are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression and EMBEDDIA/est-roberta tokenizer loading failure are not the same underlying defect." + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are separate problems." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is a `device_map=\"auto\"` forward device mismatch and the other is a 4-bit quantization dtype-cast bug in multimodal embedders. Different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft-duplicate pairs are supported by the titles: resize_token_embeddings/output_embeddings vs decoder.embed_tokens, and the double-shift training-loss regressions. The negative verdicts also read as cautious and do not overclaim." + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:45292 \u2194 issue:45335, is supported by highly similar titles/body themes around `resize_token_embeddings`, while the rest are appropriately rejected as differing subsystems or failure modes. The summary does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -3187,8 +3134,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:32090", "issue:34567", "issue:36032", "issue:39404", @@ -3212,12 +3160,13 @@ "issue:43856", "issue:43931", "issue:44164", + "issue:44206", + "issue:44220", "issue:44451", "issue:44462", "issue:44488", "issue:44530", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", "issue:44756", @@ -3225,7 +3174,6 @@ "issue:45081", "issue:45084", "issue:45479", - "issue:45823", "issue:45859", "issue:46178", "issue:46285", @@ -3235,242 +3183,241 @@ "issue:46821", "issue:46894", "issue:46897", - "issue:46899", "issue:47050" ], "soft_pairs": [ - "issue:45823|issue:46899", - "issue:44164|issue:46821", "issue:45479|issue:46894", + "issue:44164|issue:46821", "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44488|issue:44987", - "issue:43632|issue:47050", "issue:44488|issue:45081", + "issue:43632|issue:47050", "issue:45479|issue:46897", "issue:43299|issue:43931", "issue:36032|issue:42915", "issue:43611|issue:43644", - "issue:42796|issue:43404", "issue:44462|issue:46489", + "issue:42796|issue:43404", "issue:43716|issue:45084", "issue:46285|issue:46402", "issue:44661|issue:44683", - "issue:39404|issue:44671", - "issue:43541|issue:45084", + "issue:32090|issue:39404", "issue:44451|issue:44987", - "issue:42915|issue:44530", + "issue:43541|issue:45084", "issue:43643|issue:44530", + "issue:42915|issue:44530", "issue:40990|issue:43421", "issue:44737|issue:45859", "issue:34567|issue:40444", - "issue:40444|issue:46326", "issue:43644|issue:43646", + "issue:40444|issue:46326", "issue:36032|issue:43645", - "issue:42175|issue:46178" + "issue:42175|issue:46178", + "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "9fdb0f8edd90632ab40287e86ea64290ea1206db868cfb4b3e6c6a65dc68317c", + "prepared_review_unit_hash": "b46012117b429a6968bff31eb679d3483495cdfbd6448dacd514d8d83c5e709a", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose set of unrelated transformer issues connected only by soft title similarity; they span tokenizers, model loading, initialization, quantization, backend/package, and training bugs. None of the soft pairs look like true duplicates or mergeable into one fix.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues. A few pairs are thematically close (especially v5 init/loading regressions and tokenizer-loading regressions), but none are tight enough to treat as the same underlying bug or change.", + "confidence": 0.31, + "canonical_issue_reason": "No exact duplicate hub stands out; issue:43646 is the broadest representative of the densest v5 initialization/regression subgroup, so it is the closest fit as a canonical issue for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue:43646 is the most general and least model-specific report among the near-duplicates, making it the best single issue representative here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45823", - "right": "issue:46899", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Both are multimodal dtype/device problems, but they affect different models and code paths (Gemma4 PLE forward vs multimodal embedders in 4-bit quantization)." + "reason": "Different bug classes: sequence-classification zero-loss vs ASR training-loss double-shift." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to TimesFM's missing window_size attribute error." - }, - { - "left": "issue:45479", - "right": "issue:46894", - "accept": false, - "reason": "Zero-loss single-label classification is a different training bug from CohereASR's double-shift loss issue." + "reason": "Unrelated features: save/from_pretrained extra_state handling vs TimesFM window_size attribute error." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/runtime problems." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is mmap/OOM on Strix Halo." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3 BertModel init crash is unrelated to compiled flex_attention failing on torch >= 2.9." + "reason": "Different failure modes: DeepSpeed ZeRO-3 zero-size tensor access vs compiled flex_attention on torch 2.9." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but for different repositories and failure modes; not the same underlying bug." + "reason": "Both are loading failures, but for different models and likely different tokenizer/config paths." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to fp16 ONNX attention dtype mismatch in CanineModel." + "reason": "Tokenizer-loading failures, but the Mistral regex patch crash is a specific backend bug not the same as sleng-bert loading." }, { - "left": "issue:44488", - "right": "issue:45081", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "AutoTokenizer loading a specific repo is unrelated to Mistral regex patch crashing on backend_tokenizer access." + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs fp16 ONNX attention dtype mismatch." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "These are distinct loss bugs in different model families and are not the same concrete fix." + "reason": "Different symptom and code path: single-label zero-loss classification vs ASR-style double-shift training loss." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; too different to merge." + "reason": "Same model family, but one is a dev-version load break and the other is a weight-shape mismatch; not the same concrete bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer method conflict vs Qwen3Moe FineGrainedFP8Config failure are distinct issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different code paths." + "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are different code paths." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." + "reason": "Tokenizer.json loading vs incorrect DeepSeek-Coder tokenizer output are related but not the same bug." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Ignoring tokenizer.json in a repo is not the same as the DeepSeek-Coder v1 tokenizer output regression." + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image preprocessor dtype mismatch vs template-compilation error are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text encoder weights not being loaded." + "reason": "CLIP structure inconsistency and Sam3 text encoder weight-loading are different model-specific regressions." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "A tokenizer-mapping failure and a flex_attention compile failure are different subsystems and different bugs." + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure do not share a code path." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction errors." + "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Torch dynamo tracing failure in Mixtral and non-template-node compilation errors are not the same issue." + "reason": "Both affect loading models, but ScandiBERT loading and physical-intelligence/fast loading are not the same underlying bug." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Different specific models fail to load; no shared concrete code-path bug is evident." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compilation error." }, { - "left": "issue:42915", + "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are distinct Qwen-family bugs." + "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are separate issues." }, { - "left": "issue:43643", + "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache group-type validation." + "reason": "Both involve Qwen-family models, but FP8 config failure and PagedAttentionCache group-type crash are different problems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are different issues." + "reason": "Perplexity regression and runtime post-processor update behavior are not the same bug." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are separate device/runtime regressions." + "reason": "Both are device-related rotary/positional issues, but XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility differ." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter bug and Qwen2.5-VL iterable dataset multi-image failure are unrelated." + "reason": "Trainer token counting bug and multimodal iterable-dataset failure are unrelated." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Close v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization broadly; not the same concrete bug." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Both are v5 initialization regressions, but one is non-persistent buffers and the other is custom model initialization; not the same fix." + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message bug are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom model initialization." + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization breakage are different regression paths." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend omission in extra install and BACKENDS_MAPPING rejecting tensorflow_text are related only broadly to backends, not the same bug." + "reason": "Both concern backend availability, but missing TensorFlow in extras and undefined tensorflow_text backend are distinct packaging/backend issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but unsupported center arg and _torch_extract_fbank_features() are different failures." } ] }, @@ -3492,7 +3439,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28530", "issue:34567", @@ -3505,6 +3452,7 @@ "issue:43404", "issue:43452", "issue:43482", + "issue:43531", "issue:43582", "issue:43632", "issue:43645", @@ -3514,19 +3462,19 @@ "issue:43792", "issue:43819", "issue:43994", - "issue:44008", "issue:44062", - "issue:44206", - "issue:44220", + "issue:44265", "issue:44291", "issue:44403", "issue:44451", + "issue:44464", "issue:44466", "issue:44534", "issue:44589", "issue:44610", "issue:44811", "issue:44849", + "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -3535,15 +3483,14 @@ "issue:45507", "issue:45584", "issue:45923", + "issue:45987", "issue:46326", "issue:46661", "issue:46869", - "issue:46899", "issue:47013", "issue:47254" ], "soft_pairs": [ - "issue:44206|issue:44220", "issue:43582|issue:43632", "issue:44987|issue:44991", "issue:43452|issue:43482", @@ -3551,233 +3498,238 @@ "issue:44811|issue:45584", "issue:43317|issue:43482", "issue:43746|issue:46326", - "issue:43208|issue:47013", - "issue:43645|issue:46661", "issue:43262|issue:43377", - "issue:43792|issue:46869", "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", "issue:42915|issue:45084", + "issue:43208|issue:47013", "issue:43646|issue:44534", - "issue:44987|issue:45081", "issue:43377|issue:43819", - "issue:44849|issue:45325", - "issue:42915|issue:44291", + "issue:44987|issue:45081", "issue:28530|issue:34567", + "issue:44849|issue:45325", "issue:43404|issue:44466", + "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44451|issue:45081", "issue:44062|issue:44987", "issue:43994|issue:44610", - "issue:44008|issue:46899", "issue:42915|issue:44589", - "issue:45923|issue:47254" + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:45923|issue:47254", + "issue:43531|issue:44877" ], - "prepared_review_unit_hash": "1940e530b74e6f6e4820db3926d3c94276677b6cdcf14ac8454127d7fe4fe8d6", + "prepared_review_unit_hash": "c44234e5bc13610dbf4ac14d4e572e3859bbb7520805f83a089d0659aa366078", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35755, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36528, + "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 mostly a mixed set of unrelated Transformers issues. Only two pairs look like true duplicates: the audio feature-extraction crash around `LasrFeatureExtractor`/`_torch_extract_fbank_features`, and the GGUF loading regression in `from_pretrained`.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43452 is the clearest, most general concrete bug report in the set: it names the broken loading path (`gguf_file` with `AutoTokenizer`/`AutoModelForCausalLM`) and is broad enough to represent the GGUF regression cluster.", + "summary": "This cluster is mostly a loose grouping of Transformers v5 regressions across unrelated subsystems; I did not find any soft-edge pair that clearly represents the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking custom model initialization. It is more general than the notebook-specific variant and closer to the cluster center than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the best overall issue candidate because it is specific, actionable, and describes a concrete API-level regression rather than a model-specific symptom.", + "best_issue_reason": "issue:43646 is the best single issue for the cluster because it captures the shared high-level regression class most of the nearby items orbit around, while still being general enough to stand in for the broader v5 initialization breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44206", - "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction failure in the `_torch_extract_fbank_features` / `LasrFeatureExtractor` path, centered on an unsupported `center` argument." - }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Different subsystems and symptoms: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag breakage." + "reason": "Different failures in different areas: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but they affect different models and likely different code paths; not enough evidence of the same bug." + "reason": "Both are loading failures on v5, but they affect different models and likely different code paths: one is a model load failure, the other a tokenizer load failure." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both are GGUF/from_pretrained loading regressions under Transformers v5; 43482 looks like a specific model manifestation of the same loader bug." + "accept": false, + "reason": "Both mention GGUF/loading, but one is a generic gguf_file from_pretrained breakage while the other is a Qwen2.5-GGUF v5 loading failure; not clearly the same bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Unrelated bugs: template compilation error vs an invalid method call in GraniteMoEHybrid." + "reason": "Unrelated issues: template compilation TypeError versus a GraniteMoEHybrid invalid-method call." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper, but one is `batch_decode` token skipping and the other is empty-transcription generation after `align_special_tokens`; different failure modes." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; distinct bugs." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different problems: device-map/offload dequantized loading vs GGUF model loading failure." + "reason": "Different subsystems and symptoms: device_map/offload dequantized-model loading versus GGUF v5 loading." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different models and code paths: PEFT/local checkpoint loading vs `continue_final_message` in mistral_common tokenizers." - }, - { - "left": "issue:43208", - "right": "issue:47013", - "accept": false, - "reason": "Both are xLSTM-related, but one is a multi-bug report about small-model training and the other is a specific train-mode unpacking crash." + "reason": "Different domains and code paths: PEFT local-checkpoint loading for GraniteSpeech versus mistral_common continue_final_message behavior." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both concern custom/remote-code models, but the notebook initialization breakage and `config_class` AttributeError are distinct issues." + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI encoder padding-mask/batched-output mismatch." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Audio-processing defaults vs MIMI batching/padding-mask behavior; unrelated bugs." + "reason": "Generic loading noise warnings are unrelated to a Mistral regex patch crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different model families and failure modes: Whisper loading/runtime versus YOLO multi-GPU device_map auto." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Generic loader noise complaint vs Mistral regex patch crash; not the same bug." + "reason": "Related to model initialization, but not the same bug: notebook-defined custom models versus remote-code AutoModel missing config_class." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FP8 config failure vs template compilation error; unrelated." + "reason": "Different problems: Qwen3MoE + FineGrainedFP8Config versus a template-node compilation TypeError." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffer junk; different regressions." + "reason": "Same family (xLSTM) but not the same underlying bug: 43208 is a bundle of three training blockers, while 47013 is a specific return_last_states=False crash." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Different models and failure points; not the same underlying issue." + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; separate issues." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-model correctness bugs, but they involve different models and mechanisms (`padding_mask` vs `missing STE`)." + "reason": "Different audio model bugs: MIMI batching/padding-mask mismatch versus DAC latent reconstruction mismatch without STE." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Different Qwen model bugs affecting different internals; no clear duplicate signal." + "reason": "Unrelated failures: loading a specific model under v5 versus a Mistral tokenizer regex patch crash." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Both mention FP8/initialization, but one is a model config issue and the other is an `_is_hf_initialized` constructor argument regression." + "reason": "Different training state features: early stopping metric selection versus num_input_tokens_seen not updating." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Early stopping metric selection and `num_input_tokens_seen` updating are unrelated trainer issues." + "reason": "Different models and defects: Qwen3.5 hidden-states output bug versus Qwen2.5-VL rope index scaling bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied `lm_head` weights, but one is a model-specific weight-tying bug and the other is a serialization inconsistency." + "reason": "Both mention lm_head.weight, but one is a model weight-tying bug and the other is device-dependent serialization inconsistency; not the same code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5/init-related changes, but the concrete bugs differ: Qwen3MoE FP8 config failure versus init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict vs a MobileLLM loading key error; unrelated." + "reason": "Tokenizer method-name conflict versus a key error loading MobileLLM; no shared root cause." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer-loader failures." + "reason": "Different model and failure mode: ScandiBERT load regression versus Mistral regex patch AttributeError." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Duplicate `special` kwarg in `AddedToken` construction vs a model loading failure; different bugs." + "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is incorrect outputs and the other is processor/model size mismatch; not the same code-path bug." + "reason": "Both involve vision processors/model input shapes, but they are different models and distinct mismatches: SigLIP2 nonsense outputs versus OmDet-Turbo 640px/224px discrepancy." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Different multimodal issues: variable-name collision in Gemma3n vs unsafe dtype cast in Gemma4 quantization." + "reason": "Different FP8/model-loading issue versus a Float8 storage lookup error." }, { - "left": "issue:44589", - "right": "issue:42915", + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different cache-related concerns: chunked generation under compiled forward versus StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Both touch float8/FP8, but one is a missing storage type error and the other is a model config regression." + "reason": "Export/compiler issue on torch_compilable_check is unrelated to an image processor size mismatch." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Both involve checkpointing, but the missing flag on a remote-code model and the PEFT+DeepSpeed checkpoint error are different issues." + "reason": "Gradient checkpointing is the only overlap, but one is a missing capability flag and the other is a PEFT/DeepSpeed checkpoint error; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are separate issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is mostly grounded in the packet, and the two accepted soft pairs are phrased cautiously enough. The GGUF and audio-feature-extraction pairings are plausible from the titles alone, and the many rejections are appropriately conservative. No clear overstatement stands out." - }, - "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 }, @@ -3792,7 +3744,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:33666", "issue:35707", @@ -3806,6 +3758,8 @@ "issue:43322", "issue:43381", "issue:43425", + "issue:43482", + "issue:43525", "issue:43531", "issue:43540", "issue:43611", @@ -3815,24 +3769,23 @@ "issue:43792", "issue:43872", "issue:43883", + "issue:44008", + "issue:44079", "issue:44220", - "issue:44265", "issue:44291", "issue:44403", - "issue:44464", "issue:44479", "issue:44488", "issue:44534", "issue:44589", - "issue:44610", "issue:44683", "issue:44756", "issue:44811", - "issue:44877", "issue:44991", "issue:45216", "issue:45325", "issue:45357", + "issue:45663", "issue:45812", "issue:45923", "issue:45987", @@ -3843,23 +3796,21 @@ "issue:46899" ], "soft_pairs": [ - "issue:44464|issue:45987", - "issue:43531|issue:44877", "issue:36032|issue:41720", - "issue:44265|issue:44610", "issue:43883|issue:44488", - "issue:44479|issue:45325", - "issue:43089|issue:45987", + "issue:44008|issue:46899", "issue:43322|issue:43540", + "issue:44479|issue:45325", "issue:43632|issue:46821", "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", "issue:43296|issue:43531", "issue:40444|issue:45325", - "issue:45216|issue:45357", - "issue:43872|issue:44291", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:44991|issue:46315", + "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:42796|issue:43746", @@ -3867,228 +3818,240 @@ "issue:43381|issue:45923", "issue:43883|issue:44991", "issue:44291|issue:44589", - "issue:33666|issue:40444", "issue:43792|issue:44589", + "issue:33666|issue:40444", "issue:40990|issue:44811", - "issue:43632|issue:44756", "issue:42796|issue:46710", - "issue:35707|issue:40444" + "issue:43632|issue:44756", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:44079|issue:45663" ], - "prepared_review_unit_hash": "ff0a7998703785898eb7deab0298e0287999d033f8b392aa262c1069b01a8877", + "prepared_review_unit_hash": "e2f2b0faad6d00984d1bf2d1a68945bc77b70de4522bf903e5f130120643fbac", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36064, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are largely unrelated issues across different models, subsystems, and failure modes. All soft pairs are only superficially similar and should be kept separate; none looks like a true duplicate or mergeable canonical pair.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this cluster: the issues span unrelated tokenizer, multimodal, generation, config, and version-regression problems.", + "summary": "This cluster is mostly heterogeneous Transformers regression reports, not one single duplicate set. The only clear duplicate pairs are the v5 `_is_hf_initialized` incompatibility reports and the Qwen3.5 `save_pretrained` checkpoint-key regressions; the rest are different bugs touching similar subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43872 is the best representative of the strongest duplicate subcluster: a broad, externally referenced Transformers v5 `_is_hf_initialized` incompatibility that also covers the narrower `init_empty_weights` manifestation.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue representative exists here because the set is heterogeneous rather than one duplicate family.", + "best_issue_reason": "issue:43872 has the clearest cross-cutting impact and strongest evidence of a shared root cause with issue:44291; it is the most useful anchor for triage in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Generation inconsistency with compiled forward is a different problem from StaticCache sequence-length type contract." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated failure modes." - }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3 device-mapping cuda assert are different subsystems and bugs." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export failure with torch_compilable_check is not the same as OmDet-Turbo image-size preprocessing mismatch." + "reason": "Different models and failures: a T5 tokenizer load-time attribute clash vs a Qwen3 device-mapping CUDA assert." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to a model load failure for cjvt/sleng-bert." + "reason": "Both are load failures, but one is a Molmo model attribute issue and the other is a tokenizer/BPE handling problem for a different model." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position-id bug; not the same concrete issue." + "reason": "Both involve multimodal dtype problems, but they affect different Gemma generations and different code paths/root causes." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Generation synchronization overhead is a performance issue, not the StaticCache return-type bug." + "reason": "Both are multimodal errors, but one is a Llava-Next loading segfault and the other is a Qwen3OmniMoe video-input validation failure." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Different models, different input types, and different errors: segfault on Llava loading vs video ValueError in Qwen3OmniMoe." + "reason": "Related Qwen VL area, but these describe different regressions: a broad video-input bug vs still-image temporal position scaling in rope index." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "The _is_hf_initialized flag regression is unrelated to the TimesFM window_size AttributeError." + "reason": "Different problems: a Transformers v5 `_is_hf_initialized` breakage vs a TimesFM `window_size` attribute error." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." + "reason": "Torch-version incompatibility and loading noise are unrelated symptoms with no shared concrete bug." }, { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "IterableDataset multi-image prompt handling is a different path from Qwen2.5-VL still-image position-id scaling." + "reason": "One is generation performance overhead; the other is a `StaticCache` return-type contract bug." }, { "left": "issue:45216", "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression: incorrect checkpoint contents/keys across versions, with the later report narrowing the visual-encoder side." + }, + { + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is a specific visual-encoder-key regression; not clearly the same bug." + "reason": "Different model families and failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding-window behavior." }, { - "left": "issue:43872", - "right": "issue:44291", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; different code paths." + "reason": "Both are Qwen2.5-VL, but one is iterable-dataset/multi-image finetuning failure and the other is temporal position-id scaling in rope index." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are unrelated v5 regressions." + "reason": "Both are Transformers v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "fbank feature extraction and compiled flex_attention failures are unrelated audio vs attention issues." + "reason": "Unrelated audio feature extraction and compiled flex-attention failures." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and slow convert_tokens_to_ids are different symptoms and fixes." + "reason": "Both involve tokenizers, but one is a load failure and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same concrete incompatibility: Transformers v5 adds `_is_hf_initialized`, breaking bitsandbytes/init-empty-weights model loading." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." + "reason": "Both mention dtype issues in multimodal models, but they are different models and different failure mechanisms." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise and tokenizer load failure are not the same underlying bug." + "reason": "Noise in loading logs is unrelated to a tokenizer load regression." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are distinct bugs." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Granite token-ID regression and CodeLlama leading-space round-trip bug are different tokenizer families and bugs." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (wrong IDs vs encode/decode space trimming)." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are related broadly but not the same concrete defect." + "reason": "One is about using gradient checkpointing in eval mode; the other is a missing capability flag on a trust-remote-code variant." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." + "reason": "Molmo tied-weights loading and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different loading/serialization issues." + "reason": "Different incompatibilities: unexpected `_is_hf_initialized` arg vs missing Float8 storage object." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are different training scenarios with different failures." + "reason": "Whisper run failure and Float8 storage lookup failure are different runtime issues." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error do not share a code path." + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek-R1 accuracy regression after upgrade." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated issues." + "reason": "Different concerns: v5 initialization flag regression vs mmap-related OOM on Strix Halo." }, { - "left": "issue:42796", - "right": "issue:46710", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." + "reason": "Qwen2.5-GGUF loading in v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "inputs_embeds/past_key_values progressive generation is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same bug as multi-image iterable-dataset finetuning." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_state rebuilding are different code paths and failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by their titles, and the rejected pairs are framed as distinct bugs without overclaiming shared root cause. No PR-mergeability issues apply here." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4103,11 +4066,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:40444", "issue:41720", "issue:42175", + "issue:42796", "issue:42915", "issue:43296", "issue:43317", @@ -4116,8 +4080,7 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43525", - "issue:43531", + "issue:43606", "issue:43611", "issue:43644", "issue:43646", @@ -4145,7 +4108,6 @@ "issue:45491", "issue:45538", "issue:45542", - "issue:45663", "issue:45701", "issue:45812", "issue:45834", @@ -4155,245 +4117,238 @@ "issue:47217" ], "soft_pairs": [ - "issue:44079|issue:45663", - "issue:43531|issue:44291", - "issue:43482|issue:43525", "issue:41720|issue:45081", "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:44462|issue:45812", - "issue:43296|issue:46821", + "issue:44509|issue:46909", "issue:43482|issue:45538", + "issue:43296|issue:46821", "issue:42175|issue:43296", "issue:44079|issue:44534", - "issue:44509|issue:46909", "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", - "issue:43818|issue:46402", "issue:44265|issue:45072", - "issue:45325|issue:45834", + "issue:43818|issue:46402", "issue:40444|issue:45381", - "issue:43818|issue:45357", + "issue:45325|issue:45834", "issue:43493|issue:43994", + "issue:43818|issue:45357", "issue:45325|issue:45381", - "issue:44291|issue:44877", - "issue:43454|issue:44466", "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", "issue:40444|issue:47217", "issue:42915|issue:43482", "issue:43873|issue:45701", - "issue:43701|issue:45325" + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265" ], - "prepared_review_unit_hash": "12e0a9562fce998385117ab31b61f05c410e593fc745e8dd512348462caf9248", + "prepared_review_unit_hash": "29e5b1649acd678715c3b2cd4235ff872e203bf52ff4c31d48663875e8b7302a", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36968, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: many unrelated model-specific regressions, tokenizer/backends issues, and docs/packaging bugs. None of the proposed soft edges are strong enough to merge; they look like same subsystem or adjacent symptoms, not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "No single issue is a safe canonical for the provided edges; the items span many distinct bugs and regressions.", + "summary": "This cluster is a loose mix of nearby transformer/model-loading/tokenizer regressions, but the proposed pairs mostly describe different concrete failures rather than the same underlying bug. I don\u2019t see any true duplicate PR candidates here, and all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest, highest-activity representative in the set and the best anchor for the cluster, even though the cluster itself does not contain a clear duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the clearest self-contained regression in the set and the strongest representative of the 'non-persistent buffers get junk data' bug family.", + "best_issue_reason": "issue:43873 best represents the cluster because it has the most discussion/inbound activity and covers a broadly impactful runtime-loading problem rather than a niche model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Different bugs: ModelOutput key bookkeeping vs Gemma4 FSDP2 shared_kv_states rebuild error." + "reason": "Different failures: CUDA assert during Qwen3 auto device mapping vs tokenizer regex crash when fix_mistral_regex is enabled." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs init_empty_weights/_is_hf_initialized argument handling." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Different model loading regressions: Qwen2.5-GGUF v5 load failure vs Llama4Config missing pad_token_id." - }, - { - "left": "issue:41720", - "right": "issue:45081", - "accept": false, - "reason": "Qwen3 auto device mapping assert and Mistral regex/tokenizer backend crash are separate code paths." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS-EOS behavior for one tokenizer." + "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about missing BOS/EOS insertion for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TF/backend packaging, but one is missing TF in torch extra and the other is tensorboard-only causing an undefined tf backend error." + "reason": "Different packaging/backend issues: missing TensorFlow in a torch install vs tensorboard-only install causing an undefined tf backend error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both involve AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong Granite token IDs." + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json while the other is wrong token IDs for Granite models." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load regression vs TimesFM window_size AttributeError." + "reason": "Both are documentation problems, but they affect different docs/content and do not describe the same broken example." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF/v5 loading failure and CLIPTokenizer max_length sentinel are unrelated." + "reason": "Unrelated tokenizer/model_max_length behavior vs GGUF loading failure under transformers v5." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different runtime errors: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs model-specific PaddleOCR-VL loading failure." + "reason": "Packaging/backend install issue vs a model loading failure in vLLM; not the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Both are docs-related, but one is removed pipeline tasks and the other is a broken DIA example." + "reason": "ModelOutput key assignment bug vs non-persistent buffer serialization junk; different code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different quant/offload and training-memory regressions; same broad area only." + "reason": "Different performance/runtime problems: offload loading failure vs inefficient MoE training memory usage." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-init regressions, but the titles point to different concrete breakages: base_model_prefix loading vs custom initialization." + "reason": "Both mention Transformers 5 initialization regressions, but one is about loading models with base_model_prefix and the other about custom model initialization; too broad to merge." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/padding, but one is MIMI encoder padding masks and the other is Gemma3 sliding-window NaNs." + "reason": "Both are batching/padding-related, but they are different models and different symptoms (encoder output mismatch vs NaN embeddings in Gemma3)." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Completely different bug classes: buffer serialization vs ModelOutput key assignment." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Video-LLaVA tower/attention issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "Non-persistent buffer junk and ModelOutput key handling are separate regressions in different subsystems." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different regressions." + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in specific model wrappers." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error." + "reason": "Different multimodal model-loading bugs affecting different architectures (Video-LLaVA vs Sam3Model)." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal Qwen issues, but one is training with multiple images per prompt and the other is wrong video vision_position_ids." + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video position-id scaling; not the same concrete bug." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key regression." + "reason": "Still-image rope-index scaling in Qwen2.5-VL is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 implementation mismatch and nonsensical AutoModel/pipeline outputs are adjacent symptoms, but not clearly the same concrete bug." + "reason": "Same model family, but one reports HF-vs-JAX discrepancy while the other reports bad outputs in AutoModel/pipeline; insufficient evidence of one root cause." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Qwen3.5 visual encoder key serialization." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family, but still-image temporal position scaling and video vision_position_ids look like separate position-id bugs." + "reason": "Both are Qwen2.5-VL vision-position issues, but one is a still-image temporal scaling bug and the other is a video-input position-id bug; not clearly the same defect." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "init_empty_weights constructor regression is unrelated to granite_speech strict config loading." + "reason": "Both concern degenerate sequence-classification behavior, but one is tied to flash_attention_3 while the other is a label/loss configuration issue." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is missing lm_head weight tying causing bad generation; the other is serialization inconsistency of tied weights." + "reason": "Both mention lm_head weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Degenerate training from flash_attention_3 is different from zero-loss behavior caused by num_labels=1 classification setup." + "reason": "Unexpected init_empty_weights argument and strict config rejection are unrelated loading failures." }, { "left": "issue:40444", "right": "issue:47217", "accept": false, - "reason": "Both are VL prompt/image-placeholder failures, but one is multi-image finetuning and the other is image placeholder placement in user text." + "reason": "Both are VL input-format problems, but one is multi-image finetuning and the other is image-placeholder handling in user text." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 training failure and Qwen2.5-GGUF v5 loading failure are unrelated." + "reason": "FP8 config failure for Qwen3MoE is unrelated to GGUF loading failure for Qwen2.5." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization offloading behavior and tokenizer-version changes are unrelated." + "reason": "Quantized offloading behavior and tokenization changes are different subsystems and different bug classes." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are separate bugs." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export torch_compilable_check failures are different runtime issues." } ] }, @@ -4415,7 +4370,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:34634", "issue:35707", @@ -4454,7 +4409,6 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45381", "issue:45584", "issue:45759", "issue:45823", @@ -4467,266 +4421,252 @@ "issue:46821" ], "soft_pairs": [ - "issue:42796|issue:45381", - "issue:43606|issue:44265", - "issue:44479|issue:45823", "issue:40990|issue:45584", - "issue:43828|issue:46821", + "issue:44479|issue:45823", "issue:43262|issue:43746", - "issue:34634|issue:35707", + "issue:43828|issue:46821", "issue:35707|issue:41720", - "issue:41720|issue:45823", + "issue:34634|issue:35707", "issue:44186|issue:44265", + "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:41553|issue:43582", "issue:43257|issue:45923", - "issue:45823|issue:46821", - "issue:42617|issue:42915", "issue:42796|issue:46209", - "issue:40990|issue:42947", + "issue:45823|issue:46821", "issue:44568|issue:45920", "issue:43377|issue:44610", + "issue:42617|issue:42915", "issue:43454|issue:45072", - "issue:43749|issue:44534", - "issue:36331|issue:42617", - "issue:43317|issue:43873", - "issue:43572|issue:45759", + "issue:40990|issue:42947", "issue:43454|issue:43720", + "issue:43317|issue:43873", "issue:43377|issue:44898", - "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:36331|issue:42617", "issue:46305|issue:46315", - "issue:36331|issue:42915", + "issue:41720|issue:43322", "issue:44877|issue:44991", "issue:43322|issue:46050", + "issue:36331|issue:42915", "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "dab58b2f45a498fee67aee7cd48a59a250467f72c58be6763d06b7fd2ee7787d", + "prepared_review_unit_hash": "b7f94511209212d380841afd76731b11936d0badbb67e335b5df8c40df2a7446", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37650, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most issues are unrelated model/config/tokenizer/runtime bugs, so there is no strong duplicate set. The closest thing to an umbrella topic is offloading/quantization, but even those reports look like different failure modes.", - "confidence": 0.71, - "canonical_issue_reason": "No true canonical duplicate stands out from this set; issue:43873 is only the broadest open umbrella (offloading/quantization), but most of the other issues are unrelated.", + "summary": "No soft pair appears to describe the same underlying bug/change; most are only loosely related by subsystem (tokenization, loading, offload, device_map, or model family). I\u2019d treat this set as separate issues rather than duplicates. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Best representative of the active bug set: broad offloading/quantization loading failure, open, and has multiple inbound references, making it the most central unresolved issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue candidate because it is open, broad in scope, and has the most room to subsume nearby offloading/quantization reports if later evidence proves they share a code path.", + "best_issue_reason": "43873 is the strongest canonical issue candidate because it is still open, spans a broad runtime path, and has clear ongoing impact with inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Both are tokenizer/video-related regressions, but one is about BPE marker handling and the other about vision_position_ids; different bugs." - }, - { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." + "reason": "Both are generation bugs, but they affect different models and failure modes (perplexity vs empty transcription)." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen VL video regression and Gemma4 PLE forward device mismatch are different model families and different failures." + "reason": "Different problem classes: video-input regression vs device-mapping forward mismatch." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same issue as Whisper failing on empty transcription after token alignment." + "reason": "Audio chat-template sampling-rate default bug is unrelated to PEFT checkpoint loading for GraniteSpeech." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated code paths." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen3 auto device-map CUDA assert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values do not describe the same failure." + "reason": "Voice_preset handling in BarkProcessor is unrelated to generation with inputs_embeds and cached KV." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Progressive generation bug and Qwen3 auto device mapping CUDA assert are unrelated." + "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check export failure are different bugs." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but one is a CUDA assert on Qwen3 and the other is a Gemma4 PLE device mismatch; different concrete bugs." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and torch.export failures with torch_compilable_check are different subsystems and failure modes." + "reason": "Both involve device_map='auto', but the models and concrete failures differ; not the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark device mismatch during offload is not the same as DAC.from_latents differing from forward pass." + "reason": "CPU offload device mismatch for Bark is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Missing lm_head weight tying in AyaVision is unrelated to Bamba torch.compile/SDPA failures." + "reason": "lm_head tying bug and torch.compile SDPA failure are separate model-specific issues." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad Voxtral tokenizer error messaging and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + "reason": "Tokenizer error-message quality and AppleSilicon allocator TypeError are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and missing supports_gradient_checkpointing are different config/loading bugs." - }, - { - "left": "issue:45823", - "right": "issue:46821", - "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "A 3d_parallel.py run failure and a Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and a missing gradient_checkpointing flag are different bugs." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference failure on B200 are not the same bug." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "High perplexity on one model and LoRA gradient checkpointing ineffectiveness are different concerns." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError do not share the same underlying failure." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior on a specific tokenizer while the other is wrong token IDs across multiple models." + "reason": "Both are tokenizer regressions, but one is missing special tokens for a single model and the other is wrong IDs across multiple models." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo output-size mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision lm_head tying and dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." + "reason": "Different model families and different dtype/weighting problems; not mergeable as one fix." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Broken FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are not the same failure." + "reason": "Perplexity regression and gradient-checkpointing ineffective with LoRA are unrelated training/inference issues." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "CustomTrainer compute_loss keyword incompatibility and a 3d_parallel.py execution failure are unrelated." + "reason": "lm_head tie failure is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is loading dequantized models with device_map=auto and the other is a broader quantization/offloading report; not enough evidence of the same concrete bug." + "reason": "Both involve offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not the same concrete bug." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different config issues." + "reason": "MIMI batching inconsistency is unrelated to Perceiver non-default resolution handling." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer initialization junk are different loading problems." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "MIMI batching/padding-mask behavior and Perceiver non-default resolution interpolation failure are different bugs." + "reason": "Missing pad_token_idx and text_config unwrapping are separate v5 config regressions." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are different crashes." + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming sliding-window off-by-one and convert_tokens_to_ids slowdown are unrelated." + "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are different issues." + "reason": "Qwen3 device-map CUDA assert and Llava Next segfault are different loading failures." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are unrelated." + "reason": "Strict config loading and tokenizer loading regression are unrelated." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different problems." + "reason": "Llava Next segfault and sinq save/load quantization breakage do not share the same code-path problem." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature change and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation regression; different concrete failures." + "reason": "Auto device-map CUDA assert and flash-attention generation failure are different Qwen3 issues." } ] }, @@ -4748,12 +4688,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:26413", "issue:28530", "issue:33666", "issue:36010", + "issue:36331", "issue:40990", "issue:41720", "issue:42617", @@ -4763,7 +4704,9 @@ "issue:43317", "issue:43404", "issue:43450", + "issue:43531", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43646", @@ -4774,7 +4717,6 @@ "issue:44008", "issue:44186", "issue:44387", - "issue:44423", "issue:44451", "issue:44466", "issue:44488", @@ -4784,7 +4726,6 @@ "issue:45072", "issue:45161", "issue:45357", - "issue:45406", "issue:45685", "issue:45701", "issue:45704", @@ -4807,236 +4748,237 @@ "issue:43873|issue:44756", "issue:26413|issue:28530", "issue:44186|issue:45072", - "issue:45685|issue:46821", - "issue:43295|issue:45701", - "issue:44451|issue:47020", "issue:43065|issue:46402", - "issue:46612|issue:46858", + "issue:43295|issue:45701", "issue:43881|issue:44488", - "issue:36010|issue:42617", + "issue:45685|issue:46821", + "issue:46612|issue:46858", "issue:43550|issue:43720", + "issue:36010|issue:42617", "issue:43646|issue:46665", "issue:43577|issue:43708", - "issue:43550|issue:43606", + "issue:44451|issue:47020", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:43404|issue:45357", "issue:46821|issue:46869", - "issue:41720|issue:45161", "issue:44610|issue:44898", - "issue:44423|issue:45406", - "issue:44008|issue:45823", "issue:28530|issue:33666", - "issue:42915|issue:46291" + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44008|issue:45823", + "issue:36331|issue:41720" ], - "prepared_review_unit_hash": "2e7934526bfd91ae5b99251d12f25d6be2365e26b81ad9b2f2a6bb5632e604b8", + "prepared_review_unit_hash": "9d2e6c6b594ce0e7786f4139f5820d9192ad9bb1df63fd93db85f017ced079c1", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35920, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft pairs share broad subsystems like training, tokenization, loading, or quantization, but not the same concrete bug/change. I would not merge any of the candidate pairs.", - "confidence": 0.41, - "canonical_issue_reason": "Issue #43873 is the broadest, most central open problem in the set (offloading/quantization) and has the most visible discussion/references, so it is the best representative issue despite the cluster being mixed.", + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers themes. I found no convincing duplicate pairs among the soft edges. Best representative issue is the detailed Trainer checkpointing bug (#43708).", + "confidence": 0.9, + "canonical_issue_reason": "#43708 is the most concrete, well-scoped bug report in the set: it names a specific trainer code path, a reproducible condition, and a clear incorrect outcome (`max_steps` after `resume_from_checkpoint`).", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the strongest single issue to anchor this cluster: it is active, broadly scoped, and has more inbound attention than the other candidates.", + "best_issue_reason": "#43708 is the strongest standalone issue to anchor triage because it is precise, actionable, and more fully specified than the other mostly model-specific regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different bugs: int4 quantization OOM under Transformers 5.x vs a T5/apex RMSNorm memory leak. Same memory theme only at a very high level." + "reason": "Both are training/runtime regressions, but one is int4 quantization OOM and the other is a T5/apex memory leak; different code paths and fixes." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression and tokenization change may be related in outcome, but the reports do not describe the same concrete defect or fix." + "reason": "High perplexity on gpt-oss and a tokenization-version change are not the same bug; one is evaluation quality, the other is tokenizer behavior." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Unrelated failures: Qwen3 device-map CUDA assert vs inability to run a 3d_parallel.py script." + "reason": "Qwen3 auto device-map CUDA assert and failure to run `3d_parallel.py` are unrelated failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenization-version behavior." + "reason": "Video batching shape bug and tokenization changes are different subsystems and failure modes." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save/pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Both involve serialization, but one is tied `lm_head.weight` saving by device and the other is wrong visual encoder keys for Qwen3.5; not the same defect." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload behavior, but one is quantization offloading and the other is disabling mmap on Strix Halo to avoid OOM." + "reason": "Quantization offload misbehavior and Strix Halo mmap OOM are separate resource-handling issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Trainer checkpoint resume and early stopping metric lookup are separate training control-flow bugs." + "reason": "Checkpoint resume epoch-iterator failure is unrelated to early stopping disabling due to missing `eval_f1`." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in model inference." + "reason": "Tokenizer crash on NER/padding and dtype mismatches in inference are different problems." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Different areas and errors: MPS histogram on Int vs TimesFM window_size AttributeError." + "reason": "Sam3 pixel-decoder dummy Conv2d and missing text encoder weights are distinct model-loading/model-architecture issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression is not the same as a general version-dependent tokenization change." + "reason": "Processor/tokenizer regression and tokenization-version changes are not the same bug." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but for different models and different tokenizer paths; not the same underlying bug." + "reason": "Two model-loading failures, but the affected models and likely causes differ; no shared concrete code path is evident." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weights." + "reason": "MPS histogram on Int in MoE code is unrelated to a TimesFM `window_size` AttributeError." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/generation internals, but one is skipped beam-cache reorder for several models and the other is static-cache slice arithmetic under torch.compile." + "reason": "Beam-search cache reorder omission and static-cache slice arithmetic on non-CUDA backends are different generation bugs." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Separate model-loading failures with no evidence of the same root cause." + "reason": "torch.compile/SDPA failure in Bamba and unpacking packed weights during accelerate loading are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to a 3d_parallel.py runtime failure." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "Different quantization/compile/load paths and different failure modes; not plausibly one fix." + "reason": "`GenerationMixin` import failure and a script execution problem are not the same underlying issue." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both involve custom model usage, but one is a breaking change in initialization and the other is from_pretrained behavior inside Python classes." + "reason": "Both concern loading/custom models, but one is broad Transformers 5.0 initialization breakage and the other is inconsistent `from_pretrained` behavior inside Python classes; too generic to merge." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading and resume_from_checkpoint max_steps are unrelated training/model-loading issues." + "reason": "dtype staying float32 in Blip2 is unrelated to checkpoint resume `max_steps` miscalculation." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Different models and different causes: SDPA/torch.compile vs CPU offload device mismatch." + "reason": "Loading a specific BERT model and a tokenizer constructor type error are different model/tokenizer issues." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Both are vision processor shape/size bugs, but they affect different models and different expected input formats." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA failure and CPU-offload device mismatch are different runtime/device issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are related only broadly to quantization." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model offload loading are both quantization-related but not the same code-path bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Tied lm_head weights vs incorrect visual encoder keys are different serialization issues in different models." + "reason": "Wrong tied `lm_head` weights in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization bugs." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Both are large-model parallelism issues, but the concrete failures and code paths differ." + "reason": "TimesFM `window_size` AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image size handling, but one is an incorrect processor output size and the other is a non-default resolution interpolation failure." + "reason": "Both are vision-size issues, but one is processor output shape mismatch and the other is Perceiver resolution handling; not the same defect." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Both are serve-time multimodal crashes, but the exception paths and causes are distinct." + "reason": "Early stopping config validation and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Different Gemma models and different bugs: variable-name collision vs device mismatch under auto mapping." + "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel issue are distinct distributed/inference failures." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Early stopping metric lookup is unrelated to Qwen2-VL multi-GPU training." + "reason": "Qwen3-MoE sliding-window behavior and missing `pad_token_idx` in StableLmConfig are separate config/model issues." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Quantization config failure is unrelated to kernels import/version requirement in pipelines." + "reason": "Quantized model failure and pipelines import failing on kernels version/revision are unrelated." }, { - "left": "issue:43708", - "right": "issue:43317", + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Checkpoint resume math and dequantized-model offload loading are separate failure modes." + "reason": "Trainer `compute_loss` signature mismatch and Qwen3 auto device-map assert are unrelated." } ] }, @@ -5058,7 +5000,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28530", "issue:29159", @@ -5067,20 +5009,18 @@ "issue:34634", "issue:35707", "issue:36032", - "issue:36331", "issue:41720", "issue:42915", "issue:43257", "issue:43316", "issue:43322", + "issue:43425", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43572", "issue:43653", - "issue:43716", "issue:43746", "issue:43782", "issue:43873", @@ -5088,6 +5028,7 @@ "issue:43883", "issue:44186", "issue:44361", + "issue:44423", "issue:44464", "issue:44492", "issue:44509", @@ -5097,6 +5038,7 @@ "issue:44743", "issue:44913", "issue:44991", + "issue:45406", "issue:45632", "issue:45684", "issue:45701", @@ -5110,217 +5052,210 @@ "issue:47254" ], "soft_pairs": [ - "issue:43531|issue:43572", - "issue:36331|issue:41720", "issue:44734|issue:46858", + "issue:44423|issue:45406", "issue:44671|issue:44743", "issue:44464|issue:46858", "issue:44186|issue:44361", "issue:45632|issue:45684", - "issue:43716|issue:46821", "issue:28530|issue:30064", + "issue:43425|issue:46821", "issue:43881|issue:44991", "issue:43316|issue:44913", "issue:43526|issue:43883", - "issue:29159|issue:36032", "issue:45701|issue:47145", + "issue:29159|issue:36032", "issue:42915|issue:43322", - "issue:30064|issue:34634", - "issue:43452|issue:47020", "issue:33357|issue:35707", + "issue:30064|issue:34634", "issue:43873|issue:45704", - "issue:43531|issue:45759", + "issue:44492|issue:44509", "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43452|issue:47020", "issue:43257|issue:47254", - "issue:41720|issue:43746", + "issue:43550|issue:43653", "issue:44534|issue:46665", - "issue:44492|issue:44509", - "issue:43550|issue:43653" + "issue:41720|issue:43746" ], - "prepared_review_unit_hash": "b3725353f89d2985a4c296ba09fdf8985eeb0eed8fb147c09d40523196f489b5", + "prepared_review_unit_hash": "53a055cbf4eb8815556d8acf34b6af3765a536f6ec286c39dd283160a6ded4f5", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35395, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "soft_pair_count": 25, + "serialized_chars": 35147, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are largely unrelated issues across different models, components, and failure modes. None look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This is a noisy, heterogeneous cluster of mostly unrelated issue reports; none of the soft-edge pairs look like true duplicates of the same underlying bug/change. The strongest representative issue is the broad quantization/offloading report, but overall duplicate confidence is low.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the most central representative here: it is open, has the most discussion/inbound references, and covers a broad runtime behavior area that could plausibly attract related reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is actively discussed, externally referenced, and describes a broad user-facing problem rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different model families and different failures: Qwen3-MoE sliding-window cache behavior vs StableLmConfig missing pad token metadata." - }, - { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "A trainer signature mismatch and a Qwen3 auto-device-map CUDA assert are unrelated code paths." + "reason": "Both involve cache/continuation paths, but they describe different failures and code paths: wrong tensor indexing in serve versus device-tensor seq-length arithmetic in static cache/compile." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Both involve cache logic, but one is a server KV-continuation indexing crash while the other is a static-cache seq-length tensor arithmetic bug on non-CUDA backends." + "reason": "Both are multimodal serve crashes, but one is a string `.to()` failure and the other is a missing `_tokenizer` attribute; these are different bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3 modular recurrent-state reset are distinct model-specific bugs." + "reason": "Different models and different failure modes: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Chunked generation with compiled forward is a different failure from device-tensor seq-length arithmetic in cache prefill." + "reason": "Both touch compiled generation, but one reports inconsistent outputs while the other is a specific static-cache sequence-length arithmetic bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Two tokenizer crashes, but on different tokenizers, inputs, and failure modes; not the same underlying defect." + "reason": "Tokenizer failures, but on different tokenizer families and tasks; no evidence they share the same underlying defect." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code; the other is permission propagation in save_pretrained." + "reason": "Completely different concerns: local cache path collision for trust_remote_code versus read-only permission propagation in save_pretrained." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Image preprocessor/model dtype mismatch is unrelated to the TimesFM window_size AttributeError." + "reason": "Early stopping metric selection and void segmentation-map preprocessing are unrelated." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:43425", + "right": "issue:46821", "accept": false, - "reason": "Early-stopping metric lookup and void segmentation-map processing are separate subsystems and bugs." + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are different issues." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "A GLM-4V model load failure is not the same as a tokenizer load regression for EMBEDDIA/est-roberta." + "reason": "Different affected artifacts and symptoms: glm-4v loading failure versus tokenizer loading regression for a specific model." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both mention config behavior, but they concern different config fields and unrelated models." + "reason": "Both are config/API persistence issues, but they affect different config fields and model families." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated issues." + "reason": "One is an image-processor label reduction bug; the other is a model attribute error during loading. No shared code path." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "A broad slow-vs-fast tokenizer inconsistency is not the same bug as T5Tokenizer's add_special_tokens initialization conflict." + "reason": "Tokenization changes across versions and FP8 weight_scale loading are unrelated." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Tokenization changes across versions and silent FP8 weight_scale omission are different bugs in different parts of the stack." + "reason": "Tokenizer inconsistency is too generic here; the T5 issue is a specific add_special_tokens name conflict, not the same bug." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault have different triggers and code paths." + "reason": "Qwen3MoE FP8 failure and Llava Next loading segfault are different model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + "reason": "Different processors, different failures, no shared underlying defect." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "A gguf_file auto-loading regression and an XLMRoberta tokenizer constructor type mismatch are different failure modes." + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated runtime bugs." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "A typo in cache-strategy text and stale docs mentioning removed pipeline tasks are not the same issue." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak do not describe the same bug." + "reason": "Both are Qwen3-related, but one is video-input validation and the other is a weight_only load error; different code paths." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3-related, but one is a MoE sliding-window cache issue and the other is from_config text_config unwrapping for multimodal configs." + "reason": "Both involve Qwen3 model/config handling, but sliding-window behavior and text_config unwrapping are separate bugs." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and weight_only loading in Qwen3VL are distinct multimodal loading/processing problems." + "reason": "GGUF loading breakage and XLMRobertaTokenizer/Unigram initialization are unrelated tokenizer/model-loading issues." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and PEFT ZeRO-3 checkpoint errors are separate distributed-loading issues." + "reason": "DeepSpeed/accelerate weight conversion and PEFT ZeRO-3 checkpoint errors are distinct failure modes." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "A Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT adapter loading." + "reason": "A compile/SDPA model bug and a tokenizer special-token registration bug do not share a code path." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "One reports non-persistent buffer initialization corruption in v5; the other is from_pretrained behavior inside Python classes. Too different." }, { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A cache-strategy typo and outdated pipeline-task documentation are unrelated documentation/terminology issues." - }, - { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "A torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "Auto device mapping cuda assert on A800 and GraniteSpeech PEFT local-checkpoint loading are unrelated." } ] }, @@ -5342,7 +5277,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:34567", "issue:34634", @@ -5350,10 +5285,10 @@ "issue:39692", "issue:41720", "issue:42490", - "issue:42886", "issue:43329", "issue:43381", "issue:43388", + "issue:43421", "issue:43531", "issue:43540", "issue:43606", @@ -5362,16 +5297,14 @@ "issue:43720", "issue:43746", "issue:43844", + "issue:43927", "issue:44062", "issue:44077", "issue:44368", "issue:44451", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", - "issue:44843", "issue:44898", "issue:44918", "issue:44936", @@ -5389,7 +5322,9 @@ "issue:45859", "issue:46050", "issue:46402", + "issue:46655", "issue:46665", + "issue:46693", "issue:46821", "issue:46858" ], @@ -5398,14 +5333,14 @@ "issue:43606|issue:43720", "issue:34567|issue:35707", "issue:43531|issue:46821", - "issue:45406|issue:45464", "issue:34634|issue:41720", "issue:43531|issue:44589", + "issue:45406|issue:45464", "issue:43606|issue:43653", "issue:43388|issue:45059", "issue:45759|issue:45859", - "issue:43540|issue:46858", "issue:44451|issue:44991", + "issue:43540|issue:46858", "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", @@ -5413,222 +5348,219 @@ "issue:44062|issue:44451", "issue:44898|issue:45072", "issue:44625|issue:45479", - "issue:41720|issue:45704", - "issue:39692|issue:44610", "issue:43381|issue:43844", - "issue:44918|issue:44936", - "issue:43746|issue:46050", - "issue:42886|issue:44843", + "issue:39692|issue:44610", + "issue:41720|issue:45704", "issue:43381|issue:45704", "issue:44368|issue:45357", - "issue:44514|issue:44545" + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927" ], - "prepared_review_unit_hash": "d7455bdd3ecd7bea096afeddb4edd5002bd81bdc0944aad6e6a519b0c466d60f", + "prepared_review_unit_hash": "bbb6486b8935263a2e979aec54f652a1dc27ca890486c772892daf71b32e5d9a", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36434, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated single-issue reports; only the Qwen2.5 VL batched `apply_chat_template` crash appears to be a true duplicate pair. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44514 is the cleaner/earlier report for the same batched `padding=False` crash; 44545 is a near-identical duplicate.", + "summary": "This cluster is a grab-bag of unrelated issue reports across training, tokenization, vision, Qwen, and generation. None of the soft pairs describe the same concrete bug or change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and model-specific bugs rather than one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the best anchor: it states the exact failure mode clearly and predates the duplicate report.", + "best_issue_reason": "No best issue: none is representative of the whole cluster, because the cluster is not a coherent duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Different bugs: path-with-slash import warning vs undefined variables in multimodal token counting for video." + "reason": "Different failures: path-with-slash import warning vs undefined video token counting symbols in multimodal processors." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Unrelated code paths: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Both are CI/offload related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Different symptoms and subsystems: trainer token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`." + "reason": "Unrelated trainer state metric bug vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window` behavior and the other is TimesFM `window_size` attribute handling." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Serve crash from missing `_tokenizer` is not the same as Qwen3.5 streaming inference failure." + "reason": "Both mention window size, but one is Qwen3-MoE sliding_window behavior and the other is TimesFM 2.5 AttributeError on window_size." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor `voice_preset` failure and Qwen3 auto device map cuda assert are unrelated." + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assert." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding window vs Float8 storage lookup error." + "reason": "Sliding-window configuration bug is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API crash are different code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different components: Bark CPU offload mismatch vs BigBirdTokenizer special-token registration/decode issue." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer special-token registration/decode behavior." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Gathering metrics label truncation is unrelated to SAM3 text/bbox behavior." + "reason": "Different areas: Trainer gather_for_metrics label truncation vs SAM3 text+box input behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different multimodal config bugs: `text_config` unwrapping vs CPU-offload incompatibility in rotary embeddings." + "reason": "Both touch Qwen3.5 configs, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding compatibility." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and static-cache seq-length tensor arithmetic are different bugs." + "reason": "Both are model loading failures, but for different models and different tokenizer/config failure modes." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Both are tokenizer loading regressions, but they target different models and likely different root causes." + "reason": "Qwen3OmniMoe video-input validation error is unrelated to static-cache seq_length tensor arithmetic under torch.compile." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different model-loading regressions: Qwen3.5 visual key saving vs Sam3Model text-encoder weights loading." + "reason": "Different multimodal loading bugs: incorrect visual encoder key saving vs missing text encoder weights on load." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." + "reason": "PatchTST post_init policy and Qwen3.5 num_labels propagation are separate config issues." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior in Python classes are different problems." + "reason": "Non-persistent buffer junk data is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Loading `physical-intelligence/fast` and PIL-backend torchvision dependency are unrelated." + "reason": "Different regressions: model loading failure for physical-intelligence/fast vs PIL image processors wrongly requiring torchvision." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor argument conflict is not the same as the ScandiBERT loading failure." + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the ScandiBERT loading failure itself." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver non-default resolution failure and dtype mismatch in bfloat16 inference are different bugs." + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is config propagation to text config; the other is a zero-loss classification bug from `num_labels=1`." + "reason": "Both concern classification configs, but one is num_labels propagation and the other is zero-loss behavior with num_labels=1." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Documentation example errors and OmDet-Turbo image-size mismatch are different issues." + "reason": "Different vision-processing bugs: SigLIP2 doc example errors vs OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device map CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." }, { "left": "issue:43381", - "right": "issue:43844", + "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." + "reason": "Gradient checkpointing eval mode has no overlap with T5 RMSNorm memory leak." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "TRL SFT input-embedding unpacking and `trainer.evaluate()` after `train()` are different trainer bugs." + "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder key saving are separate Qwen3.5 issues." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are not the same bug." + "reason": "GraniteSpeech local PEFT loading and sinq quantization save/load breakage are different serialization paths." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both involve offline loading, but one is generic cache failure and the other is a specific `_patch_mistral_regex` network call; not enough to merge as the same bug." + "reason": "Both involve trainers, but one is unpacking Qwen3.5 embeddings in TRL SFT and the other is evaluate() failing after train()." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Different training/runtime problems: eval-mode checkpointing vs a T5 memory leak." + "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Warning about `tie_word_embeddings` in LoRA fine-tuning is unrelated to Qwen3.5 visual-key saving." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Near-identical reports of the same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." + "reason": "Runtime special-token post-processor updates and DiaConfig custom-token save/load loss are related only broadly, not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet: all items are issues, no PRs are present, and the only clear duplicate pair is 44514/44545 with the earlier report correctly identified as canonical. The soft-edge rejections are conservative and align with the issue titles without overclaiming." - }, - "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 }, @@ -5643,13 +5575,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:30064", "issue:36010", "issue:39692", + "issue:42886", "issue:43295", "issue:43421", + "issue:43493", "issue:43526", "issue:43531", "issue:43540", @@ -5671,275 +5605,267 @@ "issue:44361", "issue:44464", "issue:44488", + "issue:44514", + "issue:44545", "issue:44625", "issue:44671", + "issue:44843", "issue:44857", - "issue:44995", "issue:45081", "issue:45356", "issue:45381", - "issue:45759", + "issue:45507", "issue:45834", "issue:45907", "issue:45923", "issue:46032", "issue:46294", "issue:46463", - "issue:46655", - "issue:46693", "issue:46829", "issue:46832", "issue:46858", - "issue:47020", "issue:47050" ], "soft_pairs": [ - "issue:43421|issue:43927", - "issue:46655|issue:46693", + "issue:43531|issue:45923", "issue:43746|issue:43873", - "issue:45759|issue:45923", "issue:30064|issue:36010", - "issue:39692|issue:43873", + "issue:42886|issue:44843", "issue:43421|issue:43653", - "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:44514|issue:44545", "issue:43526|issue:43881", + "issue:43994|issue:44671", "issue:44464|issue:47050", "issue:46032|issue:46463", - "issue:45081|issue:45356", - "issue:44995|issue:46858", - "issue:43421|issue:44186", "issue:43782|issue:45381", + "issue:45081|issue:45356", "issue:44857|issue:47050", + "issue:43421|issue:44186", "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", "issue:39692|issue:47050", "issue:43720|issue:43819", "issue:43295|issue:45834", - "issue:43596|issue:44220", - "issue:43540|issue:46294", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:43531|issue:43643", - "issue:44625|issue:47050", - "issue:43653|issue:43720", + "issue:43596|issue:44220", "issue:44062|issue:44488", - "issue:46829|issue:46832", - "issue:45381|issue:46693", - "issue:44488|issue:47020" + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:46829|issue:46832" ], - "prepared_review_unit_hash": "86b6bb750fa447750e8829398f398c81e574e18fc5c07d8278404750acae3e6f", + "prepared_review_unit_hash": "dbc3689bd3fec9f07f6e722372850f27c083fcfa498cd7bc37b07f96c34e74d2", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36760, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37006, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports across different models/components; I don\u2019t see a true duplicate cluster here. No PRs are present. I\u2019d anchor the cluster on the broad, active quantization/offloading report, but treat all soft edges as rejects.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43873 is the broadest and most active issue in the set (open, many discussion/inbound refs), so it is the best anchor if one must be chosen.", + "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model themes but not the same concrete bug. I would not merge any of the proposed pairs; 43873 is the best anchor only because it is the broadest and most active issue in the group.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and inbound-referenced item, and its quantization/offloading topic is broad enough to serve as the cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it has the widest scope and strongest evidence of ongoing user impact; it can serve as the cluster canonical even though the other items do not appear to duplicate it.", + "best_issue_reason": "issue:43873 is the best global issue candidate because it has the highest activity and the widest cross-cutting impact among these mostly unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Both involve token handling, but one is runtime special-token/post-processor sync and the other is config save/load losing custom IDs; different bugs and code paths." - }, - { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43531", + "right": "issue:45923", "accept": false, - "reason": "Video processor padding bug vs long-context FA2 performance regression; unrelated symptoms and subsystems." + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint/PEFT loading problem vs quantization offloading issue; both are loading-related but not the same defect." - }, - { - "left": "issue:45759", - "right": "issue:45923", - "accept": false, - "reason": "Composite config unwrapping in AutoModelForCausalLM vs missing gradient-checkpointing flag in a trust_remote_code model; distinct issues." + "reason": "Different code paths: GraniteSpeech PEFT local checkpoint loading vs generic offloading/quantization behavior." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void-segmentation failure vs unrelated GenerationMixin import error." + "reason": "Unrelated: image processor void segmentation maps vs an import error for GenerationMixin." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Docs example/model-processor mismatch plus quantization failure is not the same as the offloading/quantization bug." + "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is _patch_mistral_regex forcing model_info(); not the same bug." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch tokenizer special-token behavior, but one is runtime post-processor updating and the other is mask-token registration/empty decode; not the same bug." + "reason": "Related to token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token decode bug." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is documentation example errors and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44514", + "right": "issue:44545", "accept": false, - "reason": "Different model families and different failure modes; no shared underlying defect is evident." + "reason": "Same processor family and same crash shape, but the titles indicate separate reports; not enough evidence they are the exact same underlying defect." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs GLM-4V loading failure; unrelated." + "reason": "Different models and failures: BeitImageProcessorFast reduce_labels vs glm-4v-9b loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are masked/image-model quality issues, but one is SigLIP2 inference behavior and the other is CamemBERT MLM predictions in v5." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled forward chunked-generation inconsistency is unrelated to ONNX fp16 attention dtype mismatch." + "reason": "Different generation/export paths: compiled chunked generation inconsistency vs CanineModel fp16 ONNX attention dtype mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Cache/use_cache correctness bug vs incorrect error message for T5 decoder validation; different problems." + "reason": "Mamba2Mixer cache correctness is unrelated to T5 decoder-input validation error messaging." }, { - "left": "issue:45081", + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different families and symptoms: Qwen3VL weight_only load failure vs Qwen2.5-VL video position IDs being wrong." + }, + { + "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is an AttributeError during tokenizer patching and the other is a Kimi-K2.5 regression with codec handling/warning text; not clearly the same bug." + "reason": "Both touch mistral-regex/tokenizer loading, but one crashes in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Both involve cache mechanics, but one is stale indexer cache on second forward and the other is device-tensor seq_length breaking static-cache arithmetic under compile." + "reason": "Different failure modes: LwDetrImageLoss float16 AMP crash vs CanineModel ONNX attention dtype mismatch." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer issues, but the concrete failure modes and affected paths differ." + "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is LayoutLMv2 NER/padding/truncation crashes." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only error is distinct from Qwen2.5-VL video position-id mismatch." + "reason": "One is a tokenizer codec/regression bug; the other is list_repo_files not forwarding revision in CI." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both mention precision issues, but one is training loss under AMP/CUDA and the other is ONNX export dtype mismatch in attention; not the same bug." + "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:45507", + "right": "issue:46858", "accept": false, - "reason": "Tokenizer regression vs hub API argument-forwarding bug; unrelated." + "reason": "Different model internals: GraniteMoEHybrid invalid method call vs cache.get_seq_length() returning a device tensor in prefill/static cache." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Doc example/quantization issue is unrelated to Canine ONNX export dtype mismatch." + "reason": "Different domains: SigLIP2 documentation/inference issues vs CanineModel fp16 ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading bug vs DAC from_latents/STE mismatch; different model behaviors and code paths." + "reason": "Different mechanisms: BitNet packed-weight loading during accelerate vs DAC.from_latents missing STE mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor.tokenizer regression with images vs long OCR index error; both multimodal, but not the same failure." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Deepspeed ZeRO3/BertModel init IndexError vs audio feature extraction issue; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are video-input issues in Qwen variants, but one is a processing ValueError and the other is a chat-template/video-token mismatch; too different to merge." + "reason": "Processor/tokenizer regression with images vs Kosmos2.5 OCR long-input index error; same broad area, different bug." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure vs config token-ID persistence bug; unrelated." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different model families and different failure sites." + "reason": "Different failures: Bamba torch.compile with SDPA vs MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + "reason": "Both are runtime errors, but BertModel zero3 init index error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Canine ONNX fp16 attention mismatch; unrelated." + "reason": "Different tokenization bugs: AddedToken special-argument conflict vs sleng-bert loading failure." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; different subsystems." + "reason": "Both concern token handling/loading, but BigBirdTokenizer special-token registration is unrelated to BitNet packed-weight unpacking." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "AddedToken constructor duplication error vs a specific model/tokenizer loading failure; no clear duplicate relation." + "reason": "Qwen3.5 num_labels propagation is unrelated to CanineModel ONNX attention dtype mismatch." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Two different vision-model bugs affecting different outputs and forward paths." + "reason": "Both involve video-related Qwen models, but one is a video-processing ValueError in Qwen3OmniMoe and the other is chat-template token/feature mismatch in Qwen3.5-9B." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Video position-id bug in Qwen2.5-VL vs long-context FA2 performance regression; unrelated." + "reason": "sliding_window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig missing fields." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Both concern tokenizer/model loading, but one is a concrete Unigram-vocab type mismatch and the other is a specific model not loading; insufficient evidence of same bug." + "reason": "Different output plumbing: VideoPrism hidden_states being wrong vs RTDetr forward failing when feature levels exceed backbone outputs." } ] }, @@ -5961,7 +5887,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:30064", "issue:34634", @@ -5969,10 +5895,10 @@ "issue:36331", "issue:39692", "issue:41720", - "issue:43322", "issue:43335", "issue:43540", "issue:43550", + "issue:43606", "issue:43611", "issue:43618", "issue:43643", @@ -5985,251 +5911,259 @@ "issue:44220", "issue:44442", "issue:44448", + "issue:44488", "issue:44561", "issue:44661", "issue:44671", - "issue:44805", "issue:44821", "issue:44843", "issue:44877", "issue:44898", - "issue:44936", "issue:44991", "issue:45020", + "issue:45072", "issue:45081", "issue:45084", "issue:45183", + "issue:45381", "issue:45479", "issue:45584", - "issue:45685", "issue:45834", "issue:45987", "issue:46291", "issue:46665", + "issue:46693", "issue:46829", "issue:46858", "issue:46932", "issue:47020" ], "soft_pairs": [ - "issue:41720|issue:44991", + "issue:45381|issue:46693", "issue:43611|issue:46665", - "issue:44220|issue:44661", + "issue:41720|issue:44991", "issue:30064|issue:36331", - "issue:44821|issue:45084", + "issue:44220|issue:44661", "issue:45987|issue:46829", - "issue:44843|issue:45081", "issue:44186|issue:44898", "issue:43653|issue:43819", - "issue:44008|issue:46858", + "issue:44488|issue:47020", "issue:43550|issue:43819", - "issue:43540|issue:44008", - "issue:43643|issue:44877", "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:43643|issue:44877", "issue:34634|issue:36010", + "issue:44821|issue:45084", "issue:45987|issue:46932", - "issue:44991|issue:47020", + "issue:44843|issue:45081", "issue:39692|issue:45834", - "issue:43618|issue:43697", - "issue:44561|issue:45020", - "issue:44448|issue:44671", "issue:44186|issue:44442", + "issue:44008|issue:46858", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:44991|issue:47020", "issue:45584|issue:45834", - "issue:43322|issue:45685", "issue:44991|issue:46291", - "issue:44805|issue:44936", - "issue:45183|issue:45479" + "issue:44561|issue:45020", + "issue:45183|issue:45479", + "issue:43606|issue:45072" ], - "prepared_review_unit_hash": "6e3a4d04773c9519d238f0282d82b391ca8aa0750c79f99cadd7e586a341fac0", + "prepared_review_unit_hash": "04f49cdbbe022722188448a1b1417266d0986e83512a9b707d1e344904c145fb", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35482, - "estimated_input_tokens": 8871, - "estimated_eval_tokens": 17998 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired issues mostly touch unrelated models, tokenizers, cache logic, training, and docs. I do not see any true duplicate pair here; all soft edges should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue really fits because these are not duplicates. If forced to pick the broadest v5-regression anchor, issue:43611 is the closest, but it still does not represent the cluster as a whole.", + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, generation, config, cache, and device/offload bugs. None of the soft edges look like the same underlying defect, so I would not merge any pair.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items are thematically related to Transformers regressions, but they describe distinct bugs and code paths rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "There is no globally strong representative issue for this cluster; issue:43611 is the most general release-regression complaint, but the set is too diverse to consolidate around it.", + "best_issue_reason": "Issue #45020 is the broadest umbrella-style report in the set (recent v5/remote_code regressions) and is the best representative of the cluster, but it does not subsume the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different failures: Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug or fix." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Both involve loading, but one is a base_model_prefix/v5 regression and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "One is a base_model_prefix loading regression, the other is inconsistent from_pretrained behavior inside Python classes; overlapping API surface but different defects." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES are unrelated code paths." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss kwargs are unrelated subsystems and bugs." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different subsystems." + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping are different code paths with different failures." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states assignment bug are unrelated." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Same general Mistral regex area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; distinct bugs." + "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states being populated incorrectly." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resize failure are unrelated." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification with non-default resolution." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are different bugs." + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are distinct tokenizer/audio-model bugs." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Gemma3n audio mask-name collision vs static-cache seq-length device tensor issue are unrelated." + "reason": "Loading a specific tokenizer repository failing is not the same as XLMRobertaTokenizer passing the wrong vocab type to Unigram." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and DAC missing-STE mismatch are unrelated." + "reason": "Bamba torch.compile SDPA failure and DAC latent conversion mismatch involve different models and root causes." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio tensor attribute collision are different failure modes." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE layer dropping are unrelated architecture/config bugs." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and strict granite_speech config rejection are not the same bug." + "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences are not the same bug." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer initialization and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + "reason": "Missing fields with trust_remote_code AutoConfig and strict config rejection for granite_speech are different loading issues." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not share the same underlying issue." + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are separate failures with no shared code path." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "StaticCache return-type bug is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but they concern different models and different root causes." + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a backend_tokenizer attribute error; not the same underlying bug." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/quantization errors and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index errors are separate model/documentation problems." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are different model-output issues." + "reason": "LayoutLMv2 tokenizer batching/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "The former is a specific removed-helper breakage; the latter is a broad remote_code regression umbrella, not one concrete duplicate bug." + "reason": "Gemma3n variable-name collision in forward and StaticCache seq-length/device-tensor behavior are different issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus output drift and CamemBERT masked LM regression are separate model-specific v5 behavior changes." + "reason": "Pegasus output drift across versions and CamemBERT MLM prediction regression are separate model-specific behaviors." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio mask attribute error involve different multimodal pipelines." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long OCR input error are different code paths." + "reason": "Tokenizer load failure for one model repo and a Unigram vocab type mismatch in XLMRobertaTokenizer are unrelated tokenizer bugs." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram_mps Int error are unrelated backend/model bugs." + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 OCR long-input index errors do not share the same root cause." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a specific model and importing pipelines with kernels v0.15 are unrelated." + "reason": "A specific tokenizer load regression and a kernels metadata requirement failure in pipelines are unrelated." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Mask/index shape mismatch and trainer.evaluate-after-train failure are different problems." + "reason": "Both are v5/remote_code-adjacent, but one is about is_torch_fx_available removal and the other is a broader remote_code regression report; different concrete issues." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging across models vs single-label-classification zero-loss behavior are not the same underlying bug." + "reason": "Input validation XOR messaging and single-label-classification zero-loss behavior are distinct model-forward/training bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatch for SwitchTransformers/TimmWrapperModel are different failure modes." } ] }, @@ -6251,7 +6185,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28218", "issue:29159", @@ -6259,18 +6193,17 @@ "issue:36331", "issue:42175", "issue:43262", + "issue:43322", "issue:43388", "issue:43421", "issue:43540", "issue:43550", "issue:43577", "issue:43582", - "issue:43606", "issue:43644", "issue:43645", "issue:43716", "issue:43720", - "issue:43742", "issue:43749", "issue:43782", "issue:43818", @@ -6283,13 +6216,15 @@ "issue:44479", "issue:44610", "issue:44671", + "issue:44805", "issue:44811", + "issue:44936", "issue:44977", - "issue:45020", "issue:45072", "issue:45081", - "issue:45325", "issue:45381", + "issue:45563", + "issue:45685", "issue:45701", "issue:45834", "issue:46032", @@ -6297,244 +6232,239 @@ "issue:46463", "issue:46512", "issue:46665", - "issue:46697", - "issue:46728", "issue:46846", - "issue:47217" + "issue:47217", + "issue:47276" ], "soft_pairs": [ "issue:43421|issue:44811", - "issue:46294|issue:46463", - "issue:43606|issue:45072", - "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43322|issue:45685", "issue:43644|issue:43749", "issue:43550|issue:45072", - "issue:43577|issue:43818", - "issue:43716|issue:44008", + "issue:44479|issue:45834", + "issue:44805|issue:44936", "issue:43782|issue:44977", - "issue:43825|issue:43994", + "issue:45563|issue:47276", + "issue:46294|issue:46463", "issue:43582|issue:46512", + "issue:43825|issue:43994", "issue:28218|issue:29159", - "issue:43388|issue:46032", "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:43716|issue:44008", "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43749|issue:44291", "issue:43645|issue:46665", - "issue:34634|issue:36331", "issue:43720|issue:45072", + "issue:34634|issue:36331", "issue:44671|issue:45701", "issue:42175|issue:45081", - "issue:46697|issue:46728", "issue:43825|issue:43827", "issue:43577|issue:43582", - "issue:43742|issue:45020", - "issue:43782|issue:45325", "issue:43262|issue:47217" ], - "prepared_review_unit_hash": "20c303d9042fa5dc77845435242cbb90caf6a0b4ee4b966b5594c0b88b4c2a5d", + "prepared_review_unit_hash": "3509e51d6bcbb8b831cf41e91f1b45eaabeabcca9be890479fee45ebef16d7cb", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36520, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "soft_pair_count": 27, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of Transformers bug reports across tokenization, multimodal preprocessing, loading/dtype handling, and runtime/training paths. The soft pairs mostly share broad subsystem keywords rather than the same concrete bug, so I reject all of them as duplicate candidates.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45020 is the broadest representative of the set: a recent-version regression breaking model behavior for remote_code models, which matches the cluster\u2019s general pattern of version-induced failures.", + "summary": "Mostly unrelated issue reports grouped by loose semantic similarity. I only accept one likely duplicate pair: the tokenizer spacing/additional-token bug. The rest overlap at the subsystem level (tokenization, video, loading, dtype, warnings) but describe different concrete failures.", + "confidence": 0.83, + "canonical_issue_reason": "issue:28218 is the clearest, most specific report of the tokenizer added-token spacing bug, and issue:29159 likely describes the same slow-vs-fast tokenizer inconsistency.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single anchor for this cluster because it is wide-scoped and representative of the recurring release-regression theme, even though the cluster is not a true duplicate family.", + "best_issue_reason": "issue:28218 is the best representative because it states the concrete symptom directly and predates the broader inconsistency report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer/processor-related, but one is about runtime special-token post-processing updates and the other is about batch_decode ignoring skip_special_tokens; different code paths and bugs." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation; no shared underlying defect." + "reason": "Both involve tokenization/processor behavior, but one is about runtime post-processor updates for special tokens and the other about batch_decode skip_special_tokens handling." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Device mismatch during CPU offload is not the same bug as bfloat16 dtype mismatches in inference; different models and failure modes." + "reason": "Different models and different failure modes: dtype propagation in BLIP2 vs missing temporal attention/shared weights in Video-LLaVA." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "These are both multimodal, but one is a Qwen VL video-input regression and the other is a Kosmos2.5 OCR indexing error; not the same issue." + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram/int-type error in moe code." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate initialization/loading bugs, not one concrete code-path problem." + "reason": "Both are loading-related, but one is junk-filled non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile with SDPA in Bamba is unrelated to dtype mismatch inference failures; different execution paths." + "reason": "Different code paths: torch.compile with SDPA in Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "BLIP2 dtype persistence and Video-LLaVA missing temporal attention are distinct model-loading vs architecture bugs." + "reason": "Both are multimodal regressions, but Qwen video-input regressions are not the same as Kosmos2.5 long-OCR index errors." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated bugs." + "reason": "Mask/label shape mismatch in gather_for_metrics is unrelated to trainer.evaluate() failing after train()." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading failure is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different bugs." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both concern warnings, but they are different warnings in different generation flows and not the same underlying bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "An incorrect error message about translation pipelines is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + "reason": "Qwen3.5 video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale config.dtype after from_config are unrelated dtype/runtime issues." + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline removal/error-message issue; the other is a model output quality issue with AutoModel/pipeline." }, { "left": "issue:28218", "right": "issue:29159", + "accept": true, + "reason": "Both point to the same tokenizer added-token spacing/slow-vs-fast inconsistency symptom." + }, + { + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Both involve tokenizers, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not clearly the same defect." + "reason": "Both mention shape/loading problems in Qwen VL models, but one is a weight-shape mismatch at load time and the other is a TP plan/linear_attn omission." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics dropping tuple-label elements and Mamba2Mixer use_cache corruption are entirely different subsystems." + "reason": "Gathering metrics/last-batch label truncation is unrelated to Mamba2Mixer use_cache correctness." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen3-VL weight-shape loading mismatch and Qwen3.5 TP-plan omissions are separate loading vs tensor-parallel configuration bugs." + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing AttributeError." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe is not the same as incorrect vision_position_ids in Qwen2.5-VL." + "reason": "Both are video-input issues, but they affect different model families and different mechanics." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatches are different bugs with no shared concrete fix." + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch in other models." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized argument handling are separate loading-path regressions." + "reason": "FSDP CPU RAM-efficient loading broken is not the same as unexpected _is_hf_initialized argument with init_empty_weights." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization breakage and from_pretrained behavior inside Python classes are related at a high level but not the same code-path bug." + "reason": "Notebook custom-model initialization failure and from_pretrained inside Python classes are related to initialization, but not the same concrete bug." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated issues." + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch in inference." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as bfloat16 dtype mismatches in inference." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss num_items_in_batch are unrelated issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and general tokenization changes are too broad and not the same concrete bug." + "reason": "CamemBERT masked-LM regression is not the same as a generic tokenizer-version change report." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in a torch install extra is unrelated to a Mistral tokenizer regex/backend_tokenizer crash." - }, - { - "left": "issue:46697", - "right": "issue:46728", - "accept": false, - "reason": "Over-padding in Swin2SR preprocessing and wrong patch counting in Aria are both image-size issues, but they are different algorithms and failures." + "reason": "Backend installation packaging and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention pipeline removals, but one is an error-message issue and the other is stale documentation; not the same bug/change." + "reason": "One is an incorrect runtime message, the other is stale documentation; same area, but not the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "MobileLLM loading KeyError and a broad remote_code regression are not the same underlying defect." - }, - { - "left": "issue:43782", - "right": "issue:45325", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL temporal position scaling are different failures in different paths." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:43262", "right": "issue:47217", "accept": false, - "reason": "Audio processor sampling-rate defaulting and VL image-placeholder handling are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different modalities and different failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it accepts only the tokenizer spacing/slow-vs-fast pair, which is plausibly the same bug, and treats the rest as subsystem-level similarity without overclaiming duplication." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6549,7 +6479,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36010", "issue:36331", @@ -6564,268 +6494,261 @@ "issue:43550", "issue:43582", "issue:43638", - "issue:43643", "issue:43645", "issue:43653", - "issue:43696", "issue:43697", - "issue:43746", + "issue:43742", + "issue:43782", "issue:43819", "issue:43854", "issue:43906", "issue:43927", "issue:44060", "issue:44368", - "issue:44554", "issue:44589", - "issue:44811", "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:44991", "issue:45003", + "issue:45020", "issue:45042", "issue:45081", "issue:45084", + "issue:45325", "issue:45372", "issue:45406", "issue:45538", "issue:45600", - "issue:45759", "issue:46175", "issue:46209", "issue:46285", "issue:46291", "issue:46326", + "issue:46697", + "issue:46728", "issue:46932" ], "soft_pairs": [ - "issue:44589|issue:45042", - "issue:43262|issue:43819", "issue:45003|issue:46285", "issue:46175|issue:46932", "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43782|issue:45325", "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:46697|issue:46728", "issue:45372|issue:46326", "issue:36010|issue:43645", - "issue:36010|issue:36331", "issue:43550|issue:44912", - "issue:44060|issue:44368", + "issue:36010|issue:36331", "issue:43531|issue:45042", - "issue:43638|issue:44936", "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43526|issue:43697", "issue:43452|issue:44991", + "issue:43906|issue:46209", "issue:42175|issue:46291", - "issue:43526|issue:43697", "issue:45081|issue:45406", - "issue:43906|issue:46209", "issue:43819|issue:43927", - "issue:43746|issue:44811", + "issue:44060|issue:44368", + "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:43854|issue:44977", - "issue:43643|issue:45759", "issue:42490|issue:43257", - "issue:43257|issue:43696", - "issue:43329|issue:45600", - "issue:43526|issue:44554" + "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "cbfcd67dde328d119aa61f01c2669bc83c9c2aecf33561deaf2dda61cf3e4ed2", + "prepared_review_unit_hash": "36bb20bd9ee55af4634a8bba26660895592154b21a431602252fb2a6306d1090", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36606, - "estimated_input_tokens": 9152, - "estimated_eval_tokens": 18560 + "soft_pair_count": 27, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across loading, tokenization, processors, training, quantization, and backend-specific paths. None of the soft pairs look like the same underlying bug/change, so no merges are justified.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45042 is the clearest broadly impactful regression report in the set, with a specific user-facing failure and strong standalone reproducibility; it is the best representative if a single issue must be named, though it does not subsume the rest of the cluster.", + "summary": "This is not a duplicate cluster; it\u2019s a loose bundle of unrelated Transformers issues spanning loading, tokenization, multimodal processors, training, quantization, and packaging. None of the soft pairs are safe to merge as the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items describe many different bugs and regressions across unrelated code paths, so there is no safe duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45042 is the strongest standalone issue candidate: concrete, well-scoped, and likely to be useful as a reference for triage, even though the cluster is not actually duplicate-heavy.", + "best_issue_reason": "No global best issue for deduplication; any single issue would misrepresent the rest of the cluster. The topics are too heterogeneous to collapse into one representative report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Different bugs: Float8 storage lookup/type serialization vs PIL backend requiring torchvision." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate default mismatch is unrelated to DAC latent/forward-pass inconsistency." - }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access safety issue is unrelated to CLIP text model structure drift." + "reason": "Different problems: unsafe sys.modules access versus a CLIP wrapper structure change." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Gemma4 one-hot position embedding memory blowup is not the same as quantized embedder dtype casting." + "reason": "Both are Gemma4-related, but one is a huge one-hot allocation and the other is dtype casting for quantized embedders; different bugs." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback." + "reason": "Tokenizer special-token decode issue versus MXFP4 quantization fallback; unrelated symptoms and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model load KeyError is not the same as broad remote_code breakage." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling are different model families and failures." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and LwDetrImageLoss AMP crash are different code paths and failures." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both involve mistral_common, but one is an import error and the other is continue_final_message behavior; not the same change." + "reason": "Audio chat-template sampling-rate default bug versus DAC latent/forward mismatch are different subsystems." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image sizing, but they hit different processors with different padding/counting logic." + }, + { + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "GenerationMixin import regression is unrelated to Jupyter custom-model initialization in Transformers 5." + "reason": "Gemma4/mistral_common import failure is unrelated to continue_final_message behavior." }, { "left": "issue:36010", - "right": "issue:36331", + "right": "issue:43645", "accept": false, - "reason": "Import path break and CustomTrainer.compute_loss signature break are separate API regressions." + "reason": "GenerationMixin import error and Jupyter custom-model initialization break are separate issues." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba SDPA torch.compile failure is unrelated to GPT-oss MXFP4 loading fallback." + "reason": "torch.compile+SDPA failure is unrelated to quantization fallback on model loading." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Similar tied-weights warnings, but different models/configurations and likely different root causes." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + "reason": "Qwen3-MoE sliding_window handling is unrelated to PIL backend torchvision dependency requirements." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and undefined video-token variables are different bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 index error during training is unrelated to trainer.evaluate() failing after train()." + "reason": "Zero3 Bert index error and trainer.evaluate after train are different training/evaluation failures." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Qwen3 MoE loading/deepspeed issue is not the same as the undefined-variable bug in the video token branch." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output divergence." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but gguf_file handling and tokenizer loading regression are distinct failures." + "reason": "GGUF loading breakage and tokenizer loading failure for a specific model are not the same root cause." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Missing tensorflow in torch-only install is unrelated to kernels v0.15 import requirements." + "reason": "A reproduction of another issue is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "BEiT label reduction bug and RTDetr output mismatch are different model-specific issues." + "reason": "Pip extra backend packaging and kernels version/revision import requirements are different dependency issues." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." + "reason": "Both involve tokenizer/processor loading, but one is a mistral regex patch crash and the other is Gemma4 processor state missing _tokenizer." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC.from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." + "reason": "DAC latent mismatch and DiaConfig custom token ID loss are separate audio/model-config bugs." }, { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." - }, - { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Template compilation error is unrelated to CLIPTokenizer's absurd model_max_length sentinel." + "reason": "Tied-weights warning regression in Qwen3-Next is not the same as LoRA finetuning warnings for Qwen3.5-27B." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 flash-attention generation issue do not match." + "reason": "Multimodal token counting video-branch bug and removed Sam3LiteText config references are unrelated." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "trust_remote_code field-loss in AutoConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "Template compilation error and CLIPTokenizer max-length issue are unrelated." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE load/deepspeed failure." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MoE loading bug and GPT-oss-20b CUDA OOM are different problems." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined video-branch variables in multimodal token counting are unrelated to stale auto_mappings references." + "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "BEiT label handling and MPS attention value-head correctness are distinct issues." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different models and code paths." } ] }, @@ -6847,7 +6770,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28282", "issue:29159", @@ -6864,273 +6787,283 @@ "issue:43425", "issue:43450", "issue:43525", + "issue:43526", "issue:43540", + "issue:43643", "issue:43650", + "issue:43696", "issue:43742", - "issue:43749", + "issue:43746", "issue:43906", "issue:43931", "issue:44291", "issue:44387", "issue:44479", - "issue:44568", + "issue:44554", "issue:44610", "issue:44617", - "issue:44756", "issue:44811", "issue:44821", "issue:44912", "issue:44987", "issue:45042", - "issue:45081", "issue:45200", - "issue:45356", "issue:45459", "issue:45538", + "issue:45759", "issue:45803", "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", - "issue:47020", "issue:47050", "issue:47145", "issue:47254" ], "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43526|issue:44554", + "issue:43643|issue:45759", "issue:45859|issue:47050", - "issue:43262|issue:44811", "issue:38175|issue:44610", "issue:45200|issue:47254", + "issue:43262|issue:44811", "issue:39692|issue:44912", - "issue:42915|issue:44821", - "issue:42915|issue:43742", "issue:43329|issue:44479", + "issue:42915|issue:43742", "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43257|issue:43696", "issue:44291|issue:45042", "issue:34567|issue:40990", - "issue:43257|issue:43931", + "issue:42915|issue:44821", "issue:29159|issue:34567", - "issue:44387|issue:44617", "issue:44912|issue:47145", + "issue:44387|issue:44617", "issue:45459|issue:45803", - "issue:45081|issue:47020", - "issue:44987|issue:45538", - "issue:43749|issue:44756", + "issue:43525|issue:46291", "issue:43650|issue:43906", "issue:46421|issue:46424", - "issue:43525|issue:46291", - "issue:43425|issue:46291", "issue:28282|issue:29870", - "issue:45859|issue:47254", + "issue:44987|issue:45538", + "issue:43425|issue:46291", "issue:43540|issue:46701", "issue:28282|issue:34689", - "issue:44568|issue:45356" + "issue:45859|issue:47254" ], - "prepared_review_unit_hash": "4c24ec07075e77d44393466d9b7ac7f1bffacae2ef366a5b2507fc0a01565af7", + "prepared_review_unit_hash": "f7de7c75518eaa90fc2fa1ab727b5460589e164aa39ddc1e6cf24e38f1f6f59e", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36272, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "soft_pair_count": 29, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items cover unrelated tokenizer, video, quantization, loading, cache, and training bugs. None of the soft pairs look like the same underlying issue, and there is no clear canonical issue/PR for the set.", + "summary": "Mostly a set of unrelated bug reports spanning tokenizers, multimodal/video, quantization, and loading paths. The only plausible duplicate-like pair is the Qwen video-input regression cluster around `_get_num_multimodal_tokens`.", "confidence": 0.91, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:43329 is the clearest root-cause-oriented report: it names the specific helper, the undefined variables, and the affected video branch. It is the best anchor for the one likely duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43329 is the most concrete and actionable issue in this set, with a specific code path and likely direct fix location.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Different models and failure modes: CPU-offload incompatibility in Qwen3Moe vs fp16 ONNX export dtype mismatch in CanineModel." + "reason": "Different features and failure modes: PEFT/local checkpoint loading vs Whisper batch decoding token handling." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated bugs in different subsystems: Beit image label reduction vs MPS attention correctness." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they are different code paths and bugs: missing fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both involve audio processors, but one is a chat-template sampling-rate default and the other is Whisper batch_decode skip_special_tokens behavior; different code paths." + "reason": "Different model/runtime issues: CPU offload compatibility in Qwen rotary embeddings vs fp16 ONNX export dtype mismatch in Canine." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unrelated bugs: SIGLIP2 zero probabilities versus OmDet-Turbo processor/model input-size mismatch." + "reason": "Different symptoms and layers: SigLIP2 probability output issue vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Gemma 4 token-type defaults for text-only fine-tuning is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failure." + "reason": "Unrelated: Gemma 4 multimodal token defaults vs PEFT + DeepSpeed ZeRO-3 checkpointing failure." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Different SigLIP2 docs/example problems versus a gpt-oss-20b MXFP4 loading fallback bug." + "reason": "Documentation/example errors for SigLIP2 are not the same underlying bug as MXFP4 quantization fallback behavior." }, { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input regression in the Qwen/VLM multimodal token path; 43329 names the likely root cause in `_get_num_multimodal_tokens`, while 44479 reports the broader regression across affected Qwen VL variants." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different models and symptoms: Qwen3Moe FineGrainedFP8Config failure vs MobileLLM-125M key error." + "reason": "Different model-loading/quantization failures: FineGrainedFP8Config on Qwen3Moe vs key error on MobileLLM-125M." }, { "left": "issue:43329", - "right": "issue:44479", + "right": "issue:43450", "accept": false, - "reason": "Both mention video, but one is undefined variables in multimodal token counting and the other is a broader video-input regression across several models; not enough to treat as the same bug." + "reason": "Both are video-related, but one is a token-counting helper bug and the other is a batched video processor shape issue; different underlying problems." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-family loading, but one is about accelerate/deepspeed conversion and the other is a Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Video token counting undefined variables is not the same as batched video processor shape errors." + "reason": "Different failure domains: weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized incompatibility is unrelated to the torchvision import requirement regression." + "reason": "Init-empty-weights argument handling is unrelated to PIL backend image processor torchvision requirements." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token accounting and high perplexity on gpt-oss-20b are different problems." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both are Qwen-related load issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch; different underlying faults." + "reason": "Qwen3Moe FP8 config failure is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Tokenizer consistency and TrainerState token accounting are unrelated." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "General CUDA OOM under int4 quantization is not the same as a Sam3Video inference OOM." + "reason": "Both are quantization/loading issues, but they concern different formats and bugs: MXFP4 bf16 fallback vs missing weight_scale on frozen FP8 checkpoints." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Both are quantization-loading issues, but MXFP4 fallback to bf16 and missing weight_scale on FP8 frozen checkpoints are distinct bugs." + "reason": "Different OOM-related reports in different contexts: int4 reserved-memory regression vs Sam3Video memory exhaustion." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Similar theme of bad exception handling, but one is protobuf tokenizer decoding and the other is Fuyu tensor conversion; different code paths and fixes." + "reason": "Both involve error masking, but they are separate implementations and separate bugs in different tokenizer/batch-feature code paths." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Tokenizer regex patch crash and XLMRoberta Unigram initialization bug are unrelated tokenizer issues." - }, - { - "left": "issue:44987", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer regressions: loading physical-intelligence/fast versus CLIPTokenizer max_length behavior." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading/memory issues." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency metadata breaking transformers.pipelines import." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "'ADD THE DATA' is not a duplicate of an isolated reproduction issue." + "reason": "The titles do not indicate the same bug; one is a vague data request, the other is a reproduction of a separate issue." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both involve cache, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." + "reason": "Both concern cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." }, { - "left": "issue:43525", - "right": "issue:46291", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to importing transformers.pipelines failing on kernels v0.15 metadata requirements." - }, - { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 import failure are different dependency issues." + "reason": "ImportError for missing PyTorch and Bart generate decoder_attention_mask unbound variable are unrelated." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "PyTorch missing ImportError and BART decoder_attention_mask UnboundLocalError are unrelated." + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." }, { - "left": "issue:45859", - "right": "issue:47254", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "CPU offload incompatibility in Qwen3Moe is unrelated to PEFT + ZeRO-3 checkpointing errors." + "reason": "Torch 2.10 incompatibility is unrelated to kernels package requirements during pipelines import." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Video input ValueError in Qwen3OmniMoe and DiffusionGemma image-text-to-text pipeline failure are different models and paths." + "reason": "Different multimodal models and different failures: Qwen3OmniMoe video ValueError vs DiffusionGemma pipeline breakage." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch ImportError is unrelated to Llama 3.2 90B Vision Instruct loading breakage in Transformers 4.46.2." + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision model loading breakage are separate problems." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:45859", + "right": "issue:47254", "accept": false, - "reason": "Different tokenizer regressions: mdeberta BOS/EOS insertion versus Kimi-K2.5 codec handling and warning behavior." + "reason": "CPU offload rotary embedding incompatibility is unrelated to PEFT + ZeRO-3 checkpointing." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43329 with issue:44479, is plausibly the same Qwen video-regression cluster based on the titles alone, and the rest are appropriately rejected as distinct bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7145,7 +7078,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", "issue:27957", @@ -7154,7 +7087,6 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:36331", "issue:39379", "issue:41720", "issue:42175", @@ -7162,7 +7094,6 @@ "issue:43404", "issue:43452", "issue:43454", - "issue:43531", "issue:43540", "issue:43577", "issue:43582", @@ -7177,265 +7108,252 @@ "issue:44554", "issue:44560", "issue:44568", + "issue:44756", "issue:44821", "issue:44857", "issue:44936", - "issue:44987", "issue:44991", + "issue:45081", "issue:45127", "issue:45137", + "issue:45356", "issue:45357", "issue:45405", - "issue:45488", "issue:45538", - "issue:45907", "issue:46512", "issue:46693", "issue:46821", "issue:46832", "issue:46869", + "issue:47020", "issue:47254" ], "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43749|issue:44756", "issue:33357|issue:34567", - "issue:43454|issue:43577", - "issue:43404|issue:45127", "issue:42175|issue:43824", - "issue:43742|issue:44291", + "issue:45081|issue:47020", + "issue:43454|issue:43577", + "issue:45137|issue:45405", "issue:39379|issue:44554", + "issue:43404|issue:45127", "issue:43697|issue:45357", - "issue:44936|issue:46821", "issue:28282|issue:29127", - "issue:45137|issue:45405", - "issue:42915|issue:45538", - "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:43742|issue:44291", "issue:44857|issue:46832", + "issue:44479|issue:46693", + "issue:42915|issue:45538", "issue:43582|issue:47254", - "issue:44291|issue:44821", - "issue:45538|issue:46869", - "issue:24643|issue:29159", "issue:44062|issue:44991", - "issue:42915|issue:43749", - "issue:44568|issue:45488", - "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:45538|issue:46869", "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:42915|issue:43749", "issue:41720|issue:43540", - "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:43531|issue:44821", - "issue:43540|issue:44479", - "issue:34567|issue:36331", - "issue:44987|issue:45907", + "issue:44291|issue:44821", + "issue:43540|issue:44560", "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "42f15af165c62fed488e41b799e42cbf199f4f39fe9b4726099bdc73c0e05578", + "prepared_review_unit_hash": "24da52f62080bcdcf494fef189d7a2751c9804aaaadb6ffea045212dd7c08209", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share broad library areas (tokenizers, loading, training, vision models, DeepSpeed) but not the same concrete bug. I reject all soft edges and see no true duplicate hub among these issues.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items are a grab bag of unrelated regressions and edge cases, so selecting one as the duplicate anchor would be arbitrary.", + "summary": "The set is highly heterogeneous; the high-similarity pairs are mostly superficial overlaps in model-loading, tokenizer, dtype, or memory-related wording rather than the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these reports is representative enough to serve as the cluster\u2019s canonical duplicate target.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; different subsystems and failure modes." + "reason": "Different tokenizer regressions: BOS/EOS insertion vs Kimi-K2.5 codec / fix_mistral_regex handling." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve model attributes/dtypes, but one is lm_head weight tying for AyaVision and the other is Blip2 dtype propagation; not the same bug." + "reason": "Both are memory-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "One is a missing lm_head tie in Mistral3 conditional generation; the other is LoRA merge with extended vocab causing collapse. Different root causes." + "reason": "Unrelated failures: Mac bus error with a CLIP model vs TrainerState token counter not updating." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow missing from a torch install extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." + "reason": "Packaging/backend omission is not the same bug as a missing model class import." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram constructor type mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific bugs: tied lm_head weights vs Blip2 dtype propagation." + }, + { + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "KeyError loading MobileLLM-125M vs init_empty_weights receiving an unexpected argument; both are load-time errors but not the same defect." + "reason": "ZeRO-3 deque error and an unreleased PEFT version bump are unrelated." }, { "left": "issue:39379", "right": "issue:44554", "accept": false, - "reason": "mllama mask handling bug vs MPS attention correctness issue when head dimensions differ; distinct code paths." + "reason": "Different correctness issues in different attention/multimodal paths." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained writing wrong visual encoder keys; unrelated model behaviors." + "reason": "Both mention tied weights, but one is a missing tie in model init and the other is LoRA merge corruption with extended vocab." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "trainer.evaluate() failing after train() vs TimesFM window_size AttributeError; different APIs and causes." + "reason": "RT-DETR output regression is separate from incorrect save_pretrained visual-encoder keys." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel vs unclear LayoutLMv3 box validation message; not the same issue." + "reason": "ImportError for missing PyTorch and a clearer error message for layoutlmv3 boxes are unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque pop error vs an unreleased MIN_PEFT_VERSION bump; no shared bug." + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are different bugs." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error is not the same as init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure vs CLIPTokenizer model_max_length default; unrelated model/config issues." + "reason": "Different RT-DETR failures: AMP loss crash vs forward-path feature-level mismatch." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; different symptoms and subsystems." + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss vs RTDetrModel TypeError when feature-level counts mismatch; both DETR-related but different bugs." + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError vs PEFT + DeepSpeed ZeRO-3 checkpointing failure; unrelated." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs loading AutoImageProcessor from URL; different load paths." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "CLIPTokenizer max_length sentinel issue vs YOLO multi-GPU device map failure; unrelated." + "reason": "AddedToken special-argument collision is a different tokenizer bug than a generic tokenizer load failure." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight shape RuntimeError vs slow/fast tokenizer inconsistency; no shared underlying bug." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "AddedToken special-arg duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; both tokenizer-related but not the same defect." + "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency do not share a concrete code path." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs FSDP CPU RAM efficient loading broken; distinct training/loading problems." + "reason": "CLIP max_length constant bug is unrelated to YOLO auto device-map failure." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "mdeberta BOS/EOS insertion regression vs LlamaTokenizer overriding tokenizer.json pre-tokenizer; both tokenizer regressions, but different tokenizers and behavior." + "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch ImportError are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file breaking tokenizer/model loading vs Apple Silicon allocator warmup TypeError; unrelated." + "reason": "gguf_file loading failure and Apple Silicon allocator warmup TypeError are different problems." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs missing PyTorch dependency ImportError; unrelated." + "reason": "FP8 config failure and FSDP CPU RAM loading are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert vs Qwen3OmniMoe video-input ValueError; different model components." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both mention video inputs in Qwen models, but one is a processing ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." + "reason": "Auto device-map cuda assert on A800 is not the same as Qwen3OmniMoe video processing ValueError." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Packaging extra missing TensorFlow vs a model load failure for cjvt/sleng-bert; unrelated." + "reason": "Missing tensorflow backend in torch install is unrelated to a specific model not loading." }, { - "left": "issue:43531", + "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading problem; unrelated." + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs v5.3.0 video regression across several Qwen VL models; similar theme but not the same concrete bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token counting not updating vs CustomTrainer.compute_loss signature breakage; different trainer issues." - }, - { - "left": "issue:44987", - "right": "issue:45907", + "right": "issue:44560", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast vs list_repo_files not forwarding revision; unrelated API regression." + "reason": "Both are Qwen video issues, but they affect different models and fail in different parts of the pipeline." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Blip2 model dtype remaining float32 vs from_config(dtype=...) leaving config.dtype stale; related theme, but different state fields and behavior." + "reason": "Blip2 dtype propagation and from_config leaving config.dtype stale are related only loosely, not the same bug." } ] }, @@ -7457,15 +7375,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:24643", - "issue:28282", "issue:29870", - "issue:32090", + "issue:34567", + "issue:36331", "issue:38175", "issue:43257", "issue:43452", + "issue:43531", "issue:43540", "issue:43577", "issue:43716", @@ -7473,7 +7392,6 @@ "issue:43756", "issue:43906", "issue:44062", - "issue:44466", "issue:44479", "issue:44488", "issue:44568", @@ -7481,261 +7399,265 @@ "issue:44625", "issue:44737", "issue:44792", + "issue:44821", "issue:44849", "issue:44877", "issue:44898", "issue:44964", - "issue:45005", + "issue:44987", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45381", "issue:45405", + "issue:45488", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45701", "issue:45823", + "issue:45907", "issue:46399", "issue:46463", - "issue:46468", "issue:46491", "issue:46693", "issue:46701", - "issue:46846", - "issue:46899" + "issue:47276" ], "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", "issue:44479|issue:45381", - "issue:44849|issue:45701", + "issue:34567|issue:36331", "issue:44062|issue:45081", - "issue:45042|issue:45081", + "issue:44849|issue:45701", "issue:38175|issue:44898", "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43257|issue:43756", + "issue:43531|issue:44821", "issue:43756|issue:46399", + "issue:46463|issue:47276", "issue:43756|issue:45325", - "issue:43716|issue:46701", - "issue:45672|issue:45674", "issue:44737|issue:46463", - "issue:45823|issue:46463", "issue:45405|issue:45600", - "issue:43906|issue:46693", + "issue:43716|issue:46701", + "issue:45823|issue:46463", "issue:44568|issue:46491", - "issue:44625|issue:44877", + "issue:43906|issue:46693", "issue:24643|issue:29870", "issue:43577|issue:45072", - "issue:43540|issue:46693", + "issue:45672|issue:45674", + "issue:44625|issue:44877", "issue:43452|issue:44488", - "issue:28282|issue:32090", - "issue:43906|issue:46468", - "issue:46463|issue:46899", - "issue:45663|issue:46846", - "issue:44466|issue:45005" + "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "17b616b7411bee04b41bbbb38e340a1018126f07e254a853896c3b99b73f2359", + "prepared_review_unit_hash": "fe5f5150cadaf892ced0d73f4601f40724d040906e7537a3e19f5f060a44b4cf", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35641, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "soft_pair_count": 28, + "serialized_chars": 35752, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few tokenizer/config/dtype/model-loading regressions are grouped together, but most items are clearly not duplicates. Only two soft edges look like true same-bug matches.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like report in the set, with multiple inbound references and a general v5 regression framing; it is the best single anchor even though the cluster is not truly homogeneous.", + "summary": "No duplicate pairs should be merged here; the soft edges mostly connect issues from different bugs, models, or code paths. The set is a mixed bag of unrelated regressions rather than a single duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these items do not form one duplicate cluster, and the soft-linked issues span unrelated failures across training, tokenization, multimodal loading, and quantization.", "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is the most general, cluster-wide regression report among otherwise model-specific issues.", + "best_issue_reason": "No global best issue: none of the issues is a clear umbrella representative for the rest, so a canonical keep/merge target is not applicable.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is a revision-argument forwarding issue in list_repo_files." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and symptoms: Qwen3OmniMoe ValueError vs a broader v5.3.0 regression across several Qwen VL models." + }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression around incorrect position IDs / video handling in 5.3.0, so they plausibly share one root cause and fix." + "accept": false, + "reason": "Related Qwen video-input area, but one is a broad regression across multiple models while the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different bugs: Qwen3.5 hidden-states output behavior versus a broad tokenizer-version regression. Same family, but not the same code-path." + "reason": "TrainerState token-count tracking and a custom compute_loss signature error are separate training API bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash on tokenizer backend access; different root causes." + "reason": "Tokenizers.AddedToken special-argument collision is unrelated to the Mistral tokenizer regex patch crashing on backend_tokenizer access." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Unrelated subsystems: PIL image processors needing torchvision versus a Mistral tokenizer regex patch failure." + "reason": "Qwen3.5 output_hidden_states behavior and a tokenization change across transformers versions are distinct regressions." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but the models and failure modes differ completely (zero probabilities vs non-default-resolution image classification failure)." + "reason": "Different models and failure modes: Siglip2 zero probabilities vs Perceiver non-default-resolution interpolation failure." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 multimodal loading regression; not the same bug." + "reason": "Janus generate-images test failure and Phi-4 multimodal loading failure are not the same code-path bug." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different loading failures with different causes: MobileLLM key error versus missing Float8 storage type." + "reason": "Both concern tokenization, but one is missing BOS/EOS insertion for mdeberta-v3 and the other is LlamaTokenizer overriding ByteLevel pre-tokenization for DeepSeek models." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different models and different bugs: Qwen3 MOE conversion under accelerate+deepspeed versus Smollm3 RoPE layer dropping." + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex AttributeError." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both touch rotary/attention internals, but one is a Smollm3 architecture/config issue and the other is a Qwen3.5 kernel registration decorator error." + "reason": "MobileLLM loading KeyError and missing Float8 storage type are unrelated loader/runtime errors." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both mention RoPE, but the first is about missing layers in Smollm3 and the second is a Qwen2.5-VL video position scaling bug; different concrete problems." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is a different issue from Smollm3 dropping RoPE layers." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different multimodal regressions in different model families: Mistral-3 image-preprocessor dtype mismatch versus DiffusionGemma pipeline breakage." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic." + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration failure are different bugs." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Completely different areas: XLNet CPU tensor creation versus T5 decoder input validation messaging." + "reason": "Incorrect T5 decoder-input validation messaging and a misleading synced_gpus warning are different text/UX issues." }, { - "left": "issue:45823", + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 architecture loss and the other is Qwen2.5-VL temporal position scaling for still images." + }, + { + "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "Unrelated bugs: Gemma4 device-map mismatch during forward versus T5 decoder input validation." + "reason": "XLNet CPU-side arange device placement bug and T5 decoder-input validation are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "No shared bug: one is a dependency version bump problem, the other is stale auto-mapping references breaking CI." + "reason": "PEFT version pinning and stale auto_mappings config references are separate maintenance regressions." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "An isolated reproduction of an older issue versus a FA2 long-context performance regression; not the same underlying defect." + "reason": "Gemma4 PLE device mismatch with device_map=\"auto\" is unrelated to the T5 decoder-input validation issue." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token addition and the other is encode/decode whitespace preservation for CodeLlama." + "reason": "Special-token insertion regression and CodeLlama leading-space round-trip loss are different tokenizer behaviors." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Both involve config handling, but one is Qwen3.5 num_labels propagation and the other is strict config loading for granite_speech." + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Different training/generation failures with different stack traces and model paths; not duplicates." + "reason": "DeepSpeed weight shape RuntimeError and BART generate() UnboundLocalError are separate training/generation bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different model components and code paths (Blip2 qformer vs SwitchTransformers/TimmWrapperModel inference)." - }, - { - "left": "issue:43540", - "right": "issue:46693", - "accept": false, - "reason": "Video-input validation in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both are model/tokenizer loading complaints, but one is specifically about gguf_file support and the other is a model-specific load failure; no evidence of the same root cause." + "reason": "BLIP2 dtype staying float32 and SwitchTransformers/TimmWrapper bfloat16 mismatches are distinct dtype issues." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Completely different failures: missing PyTorch import versus unsupported NoneType broadcast in Trainer." + "reason": "Both touch quantization, but one is a torch.finfo uint8 TypeError in Gemma4 audio modules while the other is an lm_head exclusion regression in 4-bit inference." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "No shared underlying bug; one is a reproduction of an older issue, the other is a broken official Nemotron example." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are unrelated config-handling bugs." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different areas and causes: T5 decoder validation messaging versus Gemma4 4-bit multimodal dtype casting." + "reason": "gguf_file breaking from_pretrained loading and sleng-bert loading failure are similar only at a high level; the titles point to different loader paths and concrete failures." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Different distributed-training bugs in different models: Gemma4 FSDP2 shared_kv_states handling versus Qwen3.5 TP plan omissions." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Both concern v5 tied-weights handling/serialization regressions, and the translation-model report fits the broader tied-weights device-dependent inconsistency described in the other issue." + "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays mostly conservative. The selected anchor issue is broad enough to fit the heterogeneous cluster, and the two accepted soft edges are plausible same-bug matches. The remaining pairs are rejected with mostly model- and failure-mode-specific distinctions rather than overclaimed duplicates." - }, - "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 }, @@ -7750,12 +7672,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:28282", "issue:29159", + "issue:32090", "issue:33357", "issue:38175", - "issue:40444", "issue:41762", "issue:43295", "issue:43452", @@ -7768,264 +7691,252 @@ "issue:43720", "issue:43742", "issue:43749", - "issue:43761", + "issue:43819", + "issue:43906", "issue:43994", "issue:44361", "issue:44442", + "issue:44466", "issue:44493", "issue:44737", "issue:44811", - "issue:44821", "issue:44843", "issue:44857", "issue:44898", "issue:44913", "issue:44936", - "issue:44991", - "issue:45200", + "issue:45005", "issue:45216", "issue:45357", - "issue:45372", "issue:45375", "issue:45479", "issue:45588", - "issue:45701", - "issue:45704", + "issue:45663", "issue:45920", "issue:46050", "issue:46121", - "issue:46170", "issue:46463", - "issue:46821", + "issue:46468", "issue:46829", + "issue:46846", + "issue:46899", "issue:47000" ], "soft_pairs": [ + "issue:28282|issue:32090", + "issue:43906|issue:46468", "issue:44913|issue:46121", - "issue:43452|issue:44843", "issue:43697|issue:46829", - "issue:41762|issue:44936", - "issue:44737|issue:45588", + "issue:46463|issue:46899", "issue:43526|issue:45479", + "issue:45663|issue:46846", + "issue:44737|issue:45588", "issue:43697|issue:45216", - "issue:45200|issue:46463", - "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:41762|issue:44936", "issue:43720|issue:44898", - "issue:43688|issue:43749", - "issue:44493|issue:46050", + "issue:45357|issue:45920", + "issue:44361|issue:44442", "issue:43643|issue:45375", + "issue:44493|issue:46050", "issue:43653|issue:44361", - "issue:44361|issue:44442", + "issue:43688|issue:43749", "issue:38175|issue:43295", + "issue:43452|issue:44843", "issue:43531|issue:43742", - "issue:43994|issue:44898", - "issue:44821|issue:46821", "issue:29159|issue:33357", - "issue:40444|issue:44811", - "issue:44843|issue:44991", - "issue:43688|issue:45704", - "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:43688|issue:45701", - "issue:43761|issue:46829" + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:44857|issue:47000" ], - "prepared_review_unit_hash": "d868fb69a5a2c06def6494ade8389500049f3a641df5dd4f60b4d31dfd053d95", + "prepared_review_unit_hash": "4db876adae5284e973f75df11c8d2f7acc8059106eb17ebf3a0a4a5a3853a1e9", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35568, - "estimated_input_tokens": 8892, - "estimated_eval_tokens": 18040 + "soft_pair_count": 25, + "serialized_chars": 35097, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated closed issues with a broad tokenizer/config/loading regression theme. None of the soft pairs look like clear duplicates; the closest representative is the broad multi-model tokenizer regression in issue 45920.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 45920 is the broadest and most central representative of the cluster\u2019s recurring tokenizer-regression theme: it affects multiple model families and describes a concrete, user-facing token ID corruption across AutoTokenizer paths.", + "summary": "This cluster is mostly noisy: the items span unrelated tokenizer, model-loading, training, quantization, and architecture-specific bugs. The only plausible duplicate overlap is the v5 tied-weights/save_pretrained regression between issues 44466 and 45005; the rest do not look like the same underlying defect.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45005 is the broadest and most representative tied-weights regression in the set, and it plausibly subsumes 44466\u2019s device-dependent lm_head.weight serialization symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 best captures the widest impact and the shared symptom class in this set (tokenization/loading regressions across models), making it the most useful canonical issue for triage.", + "best_issue_reason": "Issue 45005 is the strongest cluster representative because it describes the wider tied-weights regression family rather than a narrower symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both involve RoPE/config serialization, but one is a silent GPTNeoX config reload regression and the other is a TypeError in rope validation for JSON-loaded lists; different bug paths." + "reason": "Different failure modes and code paths: missing PyTorch import vs Trainer GPU broadcast type handling." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Both touch tokenizer/model loading, but 43452 is about gguf_file breaking from_pretrained generally, while 44843 is a specific offline Mistral regex patch calling model_info unconditionally." + "reason": "Both are example/repro-style issues, but they concern different models and different bugs." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Different models and different failure modes; one is RTDetrV2 output divergence, the other is VideoPrism misplacing hidden_states in the output object." + "reason": "Both touch RoPE/config plumbing, but one is reload-default regression while the other is a type error in rope-parameter conversion." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "These are unrelated: Gemma3 loading with ZeRO-3 hits an index error, while trainer.evaluate() after train is a trainer lifecycle issue." + "reason": "Different model families and different outputs bugs; no clear shared concrete code path." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "One is an XLNet device-placement bug in relative positions, the other is a flash-attention integration crash on s_aux=None; no shared code path." + "reason": "T5 decoder-input validation message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different subsystems and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." + "reason": "One is an image-processor label reduction bug, the other is a classification-loss degeneracy bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed/sharding problems in different model families; too broad to be the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor allocation and flash_attention sinkless-model crash are unrelated code paths." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Not the same issue: RTDetrV2 output drift versus Qwen3.5 save_pretrained writing incorrect checkpoint data." + "reason": "Different Qwen/RTDetr regression vs save_pretrained checkpoint corruption; no shared concrete fix path." }, { - "left": "issue:45200", - "right": "issue:46463", - "accept": false, - "reason": "Different model families and bugs; Gemma 4 missing default mm_token_type_ids is not the same as T5 decoder-input error messaging." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights regression in v5, centered on incorrect save/serialization behavior and plausibly fixable in one patch." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both are regressions, but one is Qwen3.5 visual-encoder key serialization and the other is broad tokenizer ID corruption across many models." + "reason": "DeepSpeed ZeRO-3 load-time index error and trainer.evaluate() after train() are different problems." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different areas and symptoms: BitNet accelerate-loading/unpacking versus Perceiver interpolation at non-default resolution." + "reason": "Packed-weight loading for BitNet is unrelated to Perceiver interpolation failures." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "One is MoE auxiliary-loss normalization, the other is FSDP CPU RAM efficient loading; no duplicate evidence." + "reason": "Both are v5 regressions, but one is Qwen3.5 visual-encoder save_pretrained keys while the other is tokenizer ID generation across several models." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both are save/load regressions, but one is unexpected position-id keys and the other is quantized-model persistence after sinq." + "reason": "Both involve tokenizers, but they are distinct loading/attribute failures for different tokenizer classes." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern config fields being lost, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly one bug." + "reason": "One is missing fields in AutoConfig with trust_remote_code, the other is strict-dropping a Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." + "reason": "Special-token decode behavior in BigBirdTokenizer is not the same as MLukeTokenizer task attribute failures." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different tokenizer failures with different causes; MLuke task AttributeError is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Both involve loading/training mechanics, but the auxiliary-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both mention processor/tokenizer interactions, but the symptoms differ: zero probabilities on SigLIP2 versus v4.57.5 breaking processor.tokenizer access and image passing." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error on load are unrelated issues." + "reason": "Siglip2 zero-probabilities and processor.tokenizer/image-handling regression are different model bugs." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both are vision-model inference issues, but they concern different models and different failures; no evidence of the same underlying bug." + "reason": "GGUF loading breakage and offline model_info calls in the Mistral regex patch are separate AutoTokenizer issues." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer consistency bug and a MacOS bus error on CLIP are not the same underlying issue." - }, - { - "left": "issue:40444", - "right": "issue:44811", - "accept": false, - "reason": "Qwen2.5-VL multi-image iterable finetuning failure is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP are different classes of failure." }, { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline Mistral regex/model_info issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." - }, - { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are entirely different bugs." + "reason": "Both are model-inference regressions, but Siglip2 nonsensical outputs and Perceiver interpolation failure are not the same bug." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Different platform-specific import/load failures with no shared code path or symptom." + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens handling are distinct output/decoding issues." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both involve detection losses, but one is an AMP/CUDA crash in LwDetrImageLoss and the other is an infeasible cost matrix in RTDetrLoss; not the same bug." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "A model-specific auxiliary-loss bug is not the same as a broad tokenization-change report." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-structure/hidden_states problems, but they occur in different models and the observed bugs differ: missing hidden_states versus misassigned last_hidden_state." + "reason": "Different RTDetr loss failures: AMP/CUDA crash vs infeasible cost matrix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and the only accepted overlap, 44466/45005, is plausibly the same tied-weights/save_pretrained regression family. The other soft-pair rejections are appropriately cautious given the packet titles and available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8040,7 +7951,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:32090", "issue:33666", @@ -8048,275 +7959,274 @@ "issue:36331", "issue:41720", "issue:42898", - "issue:43278", "issue:43295", "issue:43452", - "issue:43504", "issue:43525", - "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43749", "issue:43756", "issue:43761", - "issue:43782", "issue:43927", "issue:44464", "issue:44466", "issue:44479", "issue:44484", - "issue:44561", "issue:44568", "issue:44625", "issue:44704", - "issue:44734", "issue:44743", + "issue:44821", + "issue:44843", "issue:44977", + "issue:44991", "issue:45356", - "issue:45405", + "issue:45372", "issue:45440", "issue:45542", + "issue:45701", + "issue:45704", "issue:46050", + "issue:46170", "issue:46178", "issue:46402", "issue:46491", - "issue:46612", "issue:46693", "issue:46701", + "issue:46821", + "issue:46829", "issue:46832", "issue:46932", - "issue:47013", - "issue:47254" + "issue:47013" ], "soft_pairs": [ + "issue:45372|issue:46170", "issue:43525|issue:46701", + "issue:43761|issue:46829", "issue:43295|issue:45356", - "issue:43646|issue:43749", - "issue:43653|issue:44568", - "issue:43761|issue:47013", "issue:45542|issue:46178", - "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", "issue:43653|issue:43927", - "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:44843|issue:44991", "issue:44464|issue:44743", + "issue:44479|issue:44625", "issue:33666|issue:36010", - "issue:43452|issue:43577", "issue:42898|issue:46491", - "issue:44466|issue:46050", + "issue:43452|issue:43577", + "issue:43761|issue:47013", "issue:32090|issue:33666", - "issue:41720|issue:44464", + "issue:44466|issue:46050", "issue:44464|issue:44977", - "issue:33666|issue:36331", + "issue:41720|issue:44464", + "issue:44484|issue:44704", "issue:44977|issue:46693", "issue:43688|issue:45440", - "issue:43278|issue:43688", - "issue:43504|issue:43550", - "issue:44484|issue:44704", - "issue:43643|issue:44561", - "issue:45405|issue:47254", - "issue:43782|issue:46693", - "issue:44734|issue:46612" + "issue:33666|issue:36331" ], - "prepared_review_unit_hash": "309d5b93916807aa67a1bab58199f8394d92d20b4c5dcef14f5186ae49e81a82", + "prepared_review_unit_hash": "97f403e34d58b0bb8352438e343a859e288463af0738ca505fba5c235286adff", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36368, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 35819, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of superficially similar but actually unrelated issues; none of the soft edges look like true duplicates or the same underlying fix.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated Transformers bug reports across different models, loaders, tokenizers, and training paths. I don\u2019t see any pair that is clearly the same underlying bug/change, so all soft edges should stay split.", + "confidence": 0.88, + "canonical_issue_reason": "No single duplicate theme spans the cluster; if one issue must be used as the representative, issue #43749 is the strongest candidate because it is high-signal, well-discussed, and describes a concrete regression with broader impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43749 is the best representative issue among these because it has the clearest regression framing, the most discussion/inbound attention, and is actionable without depending on a specific niche model.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failures: Gemma 4 processor import/dependency issue vs Windows ROCm torch.distributed import/type error." + }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id is a config attribute bug; the other is a DiffusionGemma image-text pipeline failure." + "reason": "Unrelated models and bugs: missing pad_token_id on Llama4Config vs DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but the concrete bugs differ: CLIP vision hidden_states regression vs VideoPrism misreporting last_hidden_state as hidden_states." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "One is a v4.57.5 processor/tokenizer regression; the other is a Kimi-K2.5 tokenizer codec/warning regression." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec/regex handling." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend/import handling, but they are distinct optional-dependency errors with different offending backends and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Custom model initialization/trust_remote_code missing fields is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different subsystems: auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBirdTokenizer special-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." + "reason": "Both are special-token/tokenization issues, but they affect different tokenizers and different semantics (mask token registration vs BOS/EOS insertion)." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking failure are unrelated code paths." + "reason": "Not the same bug: auxiliary-loss normalization versus a broad version-dependent tokenization change." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "TensorBoard-without-TF backend setup is not the same as an unsupported tensorflow_text backend mapping." + "reason": "Completely different code paths: RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different model-specific issues." + "reason": "Different model families and failures: Smollm3 RoPE-layer loading bug vs Sam3 text-encoder weights not loading." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Both are loading/regression issues, but one is custom model initialization and the other is FSDP CPU RAM-efficient loading." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token decoding and DiaConfig save/load token IDs are separate tokenizer/config persistence bugs." + "reason": "Both touch tokenizer/config serialization, but one is special-token registration and the other is DiaConfig token ID persistence." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different domains: AutoImageProcessor loading from URL vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are different failures." + "reason": "Both are tokenizer-loading regressions, but the root causes differ: offline model_info lookup vs a model-specific tokenizer load failure." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled chunked-generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5.py." + "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset when seq_len>1." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same bug." + "reason": "Unrelated: video input regression for Qwen models vs num_labels propagation between configs." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "gguf_file / from_pretrained loading breakage is unrelated to BLIP2 dtype retention." + "reason": "Different issues entirely: Qwen2-VL multi-GPU training vs GenerationMixin import failure." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior changes and CodeLlama leading-space round-trip regression are different tokenizer issues." + "reason": "Both are tokenization regressions, but one is cleanup-space behavior in v5 and the other is CodeLlama leading-space round-trip loss." }, { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different bug classes: gguf loading breakage vs Blip2 dtype remaining float32 on load." + }, + { + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "lm_head serialization/tied-weights behavior is not the same as sinq quantization save/load breakage." + "reason": "Different models and mechanics: CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only loosely related by distributed training." + "reason": "Both mention training/multi-GPU, but one is Trainer GPU broadcast on NoneType and the other is Qwen2-VL multi-GPU training setup." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert is unrelated to chunked-generation compiled-forward inconsistencies." + "reason": "Both concern save/load or serialization, but one is tied lm_head.weight serialization and the other is sinq quantization persistence." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failures are different generation paths." - }, - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate trainer API problems." - }, - { - "left": "issue:44977", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are not the same defect." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model math/code discrepancies." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift between train/eval has nothing to do with auxiliary-loss normalization." + "reason": "Different generation failures: compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation malfunction." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failures are unrelated model bugs." + "reason": "Different root causes: auto device mapping cudaErrorAssert on A800 vs chunked generation inconsistency with compiled forward." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A question about save_pretrained shard size is not the same as AutoProcessor kwargs propagation." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "trust_remote_code missing fields and removal of is_torch_fx_available affect different call sites and failure modes." + "reason": "No shared bug: max_shard_size default question vs AutoProcessor kwargs not forwarded to cached_file." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "A version pin being bumped and a PEFT+DeepSpeed checkpoint error are not duplicates." + "reason": "Both involve FA2/generation, but one is a correctness bug for Qwen3.5 and the other is a performance regression after 5.2.0." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Qwen3VL weight_only loading and FA2 long-context performance regression are different issues." + "reason": "Different model behaviors: auxiliary-loss normalization bug vs DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Server KV-cache indexing crash and beam-search cache reorder omission are separate generation bugs." + "reason": "Different trainer-level problems: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." } ] }, @@ -8338,7 +8248,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28218", "issue:33357", @@ -8346,310 +8256,282 @@ "issue:42796", "issue:43278", "issue:43295", - "issue:43334", "issue:43493", "issue:43504", "issue:43525", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", "issue:43611", + "issue:43643", "issue:43646", + "issue:43688", "issue:43701", "issue:43720", + "issue:43782", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44361", "issue:44466", - "issue:44488", "issue:44514", "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44625", - "issue:44792", - "issue:44843", + "issue:44734", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45491", - "issue:45759", - "issue:45812", "issue:45823", "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46489", - "issue:46710", - "issue:46832", - "issue:46846" + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47254", + "issue:47276" ], "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:44625|issue:47276", "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43782|issue:46693", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:39692|issue:43493", - "issue:43611|issue:46846", - "issue:43504|issue:44610", "issue:43577|issue:44554", - "issue:44625|issue:46832", - "issue:43720|issue:44361", "issue:43525|issue:43572", + "issue:43504|issue:44610", + "issue:43611|issue:46846", + "issue:43720|issue:44361", "issue:44964|issue:45405", "issue:44514|issue:45290", + "issue:43643|issue:44561", "issue:28218|issue:33357", "issue:43493|issue:43825", "issue:44977|issue:46209", - "issue:45823|issue:46050", "issue:45491|issue:46002", "issue:44554|issue:46365", + "issue:45823|issue:46050", "issue:43994|issue:46192", "issue:39692|issue:43295", "issue:42796|issue:44977", - "issue:44488|issue:44843", - "issue:43334|issue:45759", "issue:43278|issue:43844", "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:43334|issue:43572", - "issue:43278|issue:43701", - "issue:43493|issue:43844", - "issue:44568|issue:45812", - "issue:46209|issue:46710", - "issue:43927|issue:44361", - "issue:44792|issue:45405" + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "f4bf25b4dd66fa5b6c8f8cfef5f91877ab8facb21ed9de04a8e9f2c54930c23a", + "prepared_review_unit_hash": "8493024fa25d64fe4d0e8f771e1c907bce051d6980664f574b0e8758c1c55102", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37912, - "estimated_input_tokens": 9478, - "estimated_eval_tokens": 19212 + "soft_pair_count": 29, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated regressions, mostly tokenizer/config/loading issues plus a few model, dtype, and CI/example failures. The soft links are mostly surface-similarity false positives rather than the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45812 is the broadest and most canonical-looking tokenizer regression in the set: it describes a silent v4\u2192v5 behavior break affecting all Granite models, with multiple inbound references and a clear user-facing impact.", + "summary": "This cluster is a noisy mix of unrelated tokenizer, config, loading, generation, and documentation issues. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:28218 is the cleanest, most self-contained bug report: a concrete tokenizer regression with a clear expected-vs-actual behavior.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best anchor issue because it is specific enough to be actionable yet broad enough to represent a family of tokenizer-regression reports better than the more model-specific or incidental issues.", + "best_issue_reason": "issue:28218 is the strongest standalone anchor in this set because it is narrow, reproducible, and not entangled with model-specific edge cases.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: legacy-field model loading failure vs torch.compile/SDPA runtime failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different code paths: dtype mismatch during eval vs auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both generation-related, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific model families." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated: num_labels propagation bug vs a misleading synced_gpus warning message." + }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different models and failure modes: BEiT legacy-field loading vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Both loading issues, but one is a legacy config field preset failure and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Different concerns: dependency version bump vs PEFT + DeepSpeed checkpointing error." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different failures: weight_only loading error vs long-context FA2 performance regression." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading bug and DiaConfig save/load token-ID loss are unrelated." + "reason": "Different bugs: accelerate packed-weight handling vs DiaConfig token ID persistence." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig custom token IDs being dropped on save/load." + "reason": "Different symptoms and subsystems: CPU offload device mismatch vs config token ID loss." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "One is a broken docs/example workflow, the other is a core SigLIP2 implementation parity issue; not the same bug." + "reason": "Different issues: dtype not honoring fp16/bf16 on Blip2 vs MPS attention correctness." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan gaps affect different code paths." + "reason": "Similar shape of failure, but different models and missing fields; not the same concrete bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT pretrained loading with a legacy field is unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness bug are different problems." + "reason": "Unrelated: legacy field loading failure vs processor/model image-size mismatch." }, { - "left": "issue:44625", - "right": "issue:46832", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 num_labels propagation and RT-DETR feature-level handling are unrelated model-specific issues." + "reason": "Different mechanisms: base_model_prefix loading regression vs tensor-parallel plan omission." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading in BitNet and MLukeTokenizer task AttributeError do not share the same underlying bug." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both mention missing pad-token fields, but they are different configs, different model families, and likely different fixes." + "reason": "Different subsystems: weight unpacking during load vs tokenizer AttributeError on tasks." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal load failure and an unreleased PEFT version pin are unrelated." + "reason": "Different issues: model loading regression vs unreleased PEFT dependency bump." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both crash in chat-template paths, but the triggers are different enough that they do not look like one mergeable fix." + "reason": "Both chat-template crashes, but the edge cases differ: batched padding=False input vs assistant tool-call messages with no content." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different trust_remote_code breakages with different root causes: missing returned fields vs removed torch.fx helper." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." + "reason": "Completely different bugs: tokenizer spacing regression vs MacOS bus error on a CLIP model." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation parity and a pipeline translation error-message regression are unrelated." + "reason": "Different areas: SigLIP2 implementation discrepancy vs pipeline task-support messaging in v5." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different backend/hardware issues." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Device mismatch with device_map='auto' and broken sinq save/load are unrelated quantization/loading bugs." + "reason": "Different model/runtime problems: flash-attention generation bug vs FP8 inference failure on B200." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention padding behavior and the other is classification-head initialization/checkout." + "reason": "Both mention NaNs, but in different components and scenarios; not the same bug." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Attention dimension correctness on MPS and Trainer import blocked by datasets are unrelated." + "reason": "Unrelated: MPS attention correctness vs Trainer import being shadowed by datasets." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: device mismatch under device_map='auto' vs broken quantized save/load round-trip." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs and return_tensors being ignored are different API/behavior issues." + "reason": "Different bugs: nonsensical SigLIP2 outputs vs return_tensors being ignored with text_kwargs." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both touch multimodal docs/processors, but one is an example with multiple errors and the other is a v4.57.5 regression in processor.tokenizer handling." + "reason": "Related to processors/tokenizers, but one is a docs example with model/processor mismatch and quantization failure; the other is a custom-code API regression." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Loading cjvt/sleng-bert and offline model_info calls in _patch_mistral_regex are different tokenizer-loading problems with different causes." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen 3.5/3.6 text_config unwrapping are different composite-config bugs." + "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluate and gradient growth under ZeRO-3 are unrelated training issues." + "reason": "Different training issues: embedding dtype drift vs gradient blow-up with ZeRO-3." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "mDeBERTa special-token insertion and DeepSeek-Coder tokenizer output corruption are both tokenizer bugs, but not the same code-path or fix." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad_token_id and missing pad_token_idx are different config fields and different model families." + "reason": "Different code paths: custom model initialization regression vs inconsistent lm_head.weight serialization." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Dtype drift and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 parity mismatch and DeepSpeed gradient abnormality are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not one mergeable fix." - }, - { - "left": "issue:46209", - "right": "issue:46710", - "accept": false, - "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are different problems." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig custom token IDs lost on save/load and MLukeTokenizer task AttributeError are unrelated." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "A failed janus test and a dependency version bump are unrelated." + "reason": "Different issues: evaluation dtype change vs resume_from_checkpoint key mismatch." } ] }, @@ -8671,290 +8553,284 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:15354", - "issue:28218", "issue:29159", "issue:32090", "issue:33357", "issue:33666", - "issue:34567", - "issue:38175", - "issue:42490", - "issue:42947", - "issue:43381", + "issue:43334", + "issue:43493", "issue:43504", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", - "issue:43696", "issue:43824", "issue:43844", "issue:43873", + "issue:43927", + "issue:43937", "issue:43994", "issue:44112", "issue:44291", + "issue:44361", "issue:44464", + "issue:44488", "issue:44493", + "issue:44568", "issue:44589", + "issue:44843", "issue:44849", "issue:44964", "issue:45072", - "issue:45084", - "issue:45200", - "issue:45229", "issue:45245", "issue:45357", + "issue:45405", "issue:45520", "issue:45584", - "issue:45588", - "issue:45823", + "issue:45759", + "issue:45812", "issue:46050", "issue:46209", "issue:46285", "issue:46399", + "issue:46489", + "issue:46701", "issue:46710", "issue:46821", "issue:46832", "issue:46846", - "issue:47013", - "issue:47145", - "issue:47254" + "issue:47145" ], "soft_pairs": [ + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44488|issue:44843", "issue:33357|issue:33666", "issue:43572|issue:44291", + "issue:43334|issue:45759", "issue:43824|issue:44589", - "issue:44589|issue:45520", + "issue:44849|issue:46209", "issue:46821|issue:46832", + "issue:44589|issue:45520", "issue:43504|issue:43606", - "issue:44849|issue:46209", + "issue:43334|issue:43572", "issue:45245|issue:46710", "issue:44493|issue:46285", - "issue:44849|issue:45357", "issue:43504|issue:43653", + "issue:44849|issue:45357", "issue:43606|issue:44112", "issue:45072|issue:46832", - "issue:43994|issue:44493", "issue:44464|issue:45584", - "issue:42490|issue:43696", - "issue:43873|issue:46050", - "issue:15354|issue:38175", + "issue:43994|issue:44493", "issue:43844|issue:44964", - "issue:46399|issue:46846", - "issue:47013|issue:47254", "issue:44849|issue:47145", - "issue:42947|issue:43381", + "issue:43873|issue:46050", + "issue:46399|issue:46846", "issue:29159|issue:32090", - "issue:45084|issue:45520", - "issue:45229|issue:45823", - "issue:28218|issue:34567", - "issue:45200|issue:45229", - "issue:45588|issue:46050" + "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "b66f445ee2a52bff75daa4518243934e53b6b0b474017e6982c0f00de4a96d6f", + "prepared_review_unit_hash": "d8c320bb8293ee86d02092f662a7d4395979e38ea82182921060a5fc1c712573", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36472, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bucket of unrelated model, tokenizer, training, and runtime bugs. The soft links are only topical similarity; none look like the same underlying issue or a PR-worthy merge target.", - "confidence": 0.34, - "canonical_issue_reason": "If forced to pick one issue as a representative, issue 43504 is the clearest self-contained bug report: a specific loading failure with a concrete legacy-field root cause. That said, the cluster is too mixed to have a strong true canonical.", + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or loading regressions, but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the strongest standalone report here: it describes a broad, silent tokenizer regression with clear impact across Granite models and a detailed reproduction path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43504 is the best single representative because it is narrowly scoped, reproducible, and describes a concrete code-path regression rather than a broad symptom.", + "best_issue_reason": "Issue 45812 is the best issue to keep as the cluster anchor because it is specific, reproducible, and has broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "Different models and subsystems: MacOS bus error on CLIP loading vs Qwen2-VL multi-GPU training." + "reason": "Both are tokenizer-related, but one is a mdeberta special-tokens regression while the other is a DeepSeek-Coder tokenizer output bug tied to a different fix gap." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both involve loading/config initialization, but the failures are different: missing `pad_token_idx` vs unexpected `_is_hf_initialized` argument." + "reason": "Different problems: FP8 inference failure on B200 versus an accuracy regression after a Transformers upgrade." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Unrelated failures: missing Qwen2.5-VL import symbol vs missing Float8 storage type." + "reason": "SigLIP2 implementation discrepancy is not the same as a ZeRO-3 gradient growth bug." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Different root causes and code paths: storage-object lookup failure vs Python 3.13 `flash_attn` import key error." + "reason": "Different models and failures: DiaConfig loses custom token IDs, while MLukeTokenizer raises an AttributeError on tasks." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Both are runtime errors, but one is TimesFM `window_size` handling and the other is RT-DETR feature-level shape logic." + "reason": "OOM during tensor-parallel model loading is unrelated to a PEFT version requirement bump." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Loading a model preset with a legacy field is not the same as a CPU offload device mismatch." + "reason": "Both concern tokenizers, but they affect different model families and fail in different ways." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-state output bug vs FP8 inference failure on B200." + "reason": "One is a model-specific load failure, the other is an AutoTokenizer offline-mode regression in _patch_mistral_regex." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Completely different symptoms: category-count limit error vs accuracy regression after upgrade." + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both mention model-structure/key issues, but one is generic unexpected key warnings and the other is CLIP class structure inconsistency." + "reason": "Missing pad_token_idx in StableLmConfig is a different config-compatibility issue from the _is_hf_initialized argument error." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Same model family but different bugs: `output_hidden_states` behavior vs incorrect visual-encoder keys in `save_pretrained`." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id field and the other is incorrect text_config unwrapping." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Legacy-field load failure is unrelated to BigBirdTokenizer mask-token registration/empty decode behavior." + "reason": "Importing Qwen2_5_VL is unrelated to a Float8 storage lookup failure." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Different objects and failure modes: real device mismatch in model inference vs stale CI test issue." + "reason": "A hidden-states bug in Qwen3.5 is not the same as an FP8 inference failure." }, { - "left": "issue:45072", + "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Both are inference-time shape/device issues, but on different models and different mechanisms (`dtype` mismatch vs backbone feature-level mismatch)." + "reason": "TimesFM window_size attribute errors and RT-DETR feature-level mismatches are different code paths." }, { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SIGLIP pipeline/AutoModel corruption is unrelated to unexpected position-id keys." - }, - { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription failure after token alignment." + "reason": "A missing Float8 storage object is unrelated to the flash_attn import key error on Python 3.13." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Import warning on trailing slash path is unrelated to a CUDA out-of-memory error." + "reason": "Legacy field handling in Beit loading is unrelated to the bark-small CPU offload device mismatch." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both touch quantization/offloading, but one is offload behavior and the other is save/load corruption after `sinq` quantization." + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text model structure divergence." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "TorchScript export limitation for ViT is unrelated to zero-probability outputs on SigLIP2." + "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are different bugs." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 gradient inflation and a Phi-4 multimodal load failure are different bugs and code paths." + "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is a missing decorator on kernel registration and the other is a tensor-parallel plan omission causing OOM/shape errors." + "reason": "A real device mismatch bug is not the same as a stale CI test failure." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "xLSTM unpacking logic is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing errors." + "reason": "bfloat16 dtype mismatches are unrelated to RT-DETR's backbone/output feature-level mismatch." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Different FP8/Qwen3.5 bugs: hidden-states output issue vs silent checkpoint corruption from missing `weight_scale` application." + "reason": "Compiled-forward chunked generation inconsistency is a different failure from empty transcription after align_special_tokens." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both mention gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode." + "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys do not share the same concrete bug." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Tokenizer inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Gradient instability under ZeRO-3 is unrelated to loading Phi-4 multimodal with the latest Transformers." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Compilation failure for non-template nodes is unrelated to the Python 3.13 `flash_attn` import crash." + "reason": "Hidden-states output bug and FP8 checkpoint weight_scale omission are different correctness issues." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Both are Gemma4 inference problems, but one is CUDA OOM and the other is a device mismatch in PLE forward logic." + "reason": "Quantization offload behavior and sinq save/load breakage are different problems." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + "reason": "Missing a registration decorator for a Qwen3.5 kernel is not the same as an incomplete TP plan causing OOM/shape errors." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Text-only fine-tuning default token IDs and multi-GPU inference OOM are different issues." + "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to quantized save/load breakage." + "reason": "An invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." } ] }, @@ -8976,68 +8852,76 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:29870", + "issue:15354", + "issue:28218", "issue:29942", "issue:30333", + "issue:34567", "issue:37428", - "issue:39692", + "issue:38175", "issue:41720", "issue:42490", - "issue:42915", + "issue:42947", "issue:43065", "issue:43295", - "issue:43334", + "issue:43381", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", - "issue:43550", "issue:43572", - "issue:43575", + "issue:43696", "issue:43701", - "issue:43824", - "issue:43844", "issue:43873", - "issue:43937", "issue:43957", "issue:44186", "issue:44423", "issue:44554", - "issue:44610", "issue:44734", "issue:44869", "issue:44977", "issue:45072", + "issue:45084", "issue:45198", "issue:45200", + "issue:45229", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", + "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", "issue:46701", "issue:46710", "issue:46752", - "issue:46821" + "issue:46821", + "issue:47013", + "issue:47254" ], "soft_pairs": [ - "issue:43937|issue:46701", - "issue:44423|issue:44734", + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:42490|issue:43696", "issue:44869|issue:46752", + "issue:15354|issue:38175", "issue:43493|issue:43701", - "issue:41720|issue:46710", + "issue:47013|issue:47254", "issue:44554|issue:45446", + "issue:41720|issue:46710", "issue:29942|issue:30333", + "issue:43065|issue:46369", "issue:44977|issue:46701", "issue:37428|issue:43957", - "issue:43065|issue:46369", + "issue:44423|issue:44734", "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", @@ -9046,248 +8930,198 @@ "issue:43295|issue:43873", "issue:43572|issue:46821", "issue:43540|issue:45200", - "issue:44186|issue:46192", - "issue:45823|issue:46192", - "issue:43295|issue:44610", - "issue:43572|issue:43957", - "issue:43450|issue:43575", - "issue:43550|issue:43844", - "issue:45520|issue:46178", - "issue:37428|issue:43824", - "issue:45200|issue:45823", - "issue:29870|issue:29942", - "issue:39692|issue:46192", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:42915|issue:43824", - "issue:43334|issue:43525" + "issue:44186|issue:46192" ], - "prepared_review_unit_hash": "a2f82609365a480d4acab85fb5d06f34b0854906eb77f8e7ee246c25c8286527", + "prepared_review_unit_hash": "6959f51483a698459f8b91e29510029ad3f09e328226c3e35b7189c34b8903a4", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37735, - "estimated_input_tokens": 9434, - "estimated_eval_tokens": 19124 + "soft_pair_count": 27, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues, with a few broad multimodal/loader regressions but no true duplicate pair standing out.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43295 is the broadest and most representative issue here: a Transformers 5 regression breaking custom multimodal code via processor/tokenizer access and image handling, which is the closest thing to a shared theme across the soft links.", + "summary": "This cluster is mostly a set of unrelated transformer bug reports with only superficial keyword overlap (flash attention, checkpointing, multimodal, Gemma/Qwen). I do not see any soft edge that looks like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43295 is the broadest user-facing regression in the set, centered on multimodal processor/tokenizer API breakage; the rest of the items are heterogeneous and do not form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best issue candidate because it is a user-facing regression, covers a general code path, and appears most central to the multimodal/processor-related soft similarities.", + "best_issue_reason": "issue:43295 is the least specific and most representative of the small processor/tokenizer regression theme, even though the overall set is not a real duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Different failures: invalid GenerationConfig vs an image-text pipeline output issue; no shared code path." + "reason": "Tokenizer spacing behavior and trainer token-count tracking are unrelated bugs." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode restriction; different failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but CUDA OOM and device-map mismatch are different code-path problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import lookup are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and multi-GPU OOM are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux handling and sinq save/load corruption are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Both are serve-related, but one is continuous-batching multimodal crash and the other is KV-cache continuation indexing; different bugs." + "reason": "Trailing-slash import warning and CUDA OOM are unrelated." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding vs chat template on empty input are unrelated tokenizer/decoder failures." + "reason": "Whisper word-timestamp decode crash and empty-chat-template IndexError are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different subsystems and symptoms." + "reason": "SigLIP2 JAX-vs-HF discrepancy and checkpoint key mismatch are separate bugs." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "CUDA assert on auto device mapping is not the same bug as an accuracy regression after upgrade." + "reason": "xLSTM train-mode unpacking bug and PEFT/ZeRO-3 checkpoint error are not the same problem." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both mention attention/flex_attention, but one is an MPS correctness issue and the other is an import version check bug." + "reason": "MPS attention correctness and an import version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and DeepSeek accuracy regression are different issues." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated." + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and sam3-litetext memory overflow are different defects." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is not the same as an image-text pipeline issue." + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Both involve loading/import regressions, but they affect different APIs and code paths." + "reason": "Flash-attention import error and meta-device model-loading breakage are distinct problems." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Same model family, but a dummy Conv2d implementation and a memory overflow are different problems." + "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both are multimodal processor issues, but one is tokenizer/image handling and the other is batched video shape handling." + "reason": "Processor/tokenizer API regression and batched video-shape bug are only broadly related to multimodal inputs, not the same bug." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure and post-upgrade accuracy regression are distinct issues." + "reason": "Flash-attention generation failure and accuracy regression after upgrade are different failure modes." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different models and different failure modes: dtype mismatch vs save_pretrained/tokenization failure." + "reason": "bfloat16 dtype mismatch bugs and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "One is a flash_attention sink-less-model crash; the other is composite Qwen config unwrapping." + "reason": "Flash-attention null-aux crash and composite-config text_config unwrapping are separate code paths." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor attribute crash and rope-validation TypeError are unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope validation list handling are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "One is a processor.tokenizer regression; the other is a quantization offloading behavior issue." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Both are config-attribute errors, but they concern different models and different missing fields." + "reason": "Missing pad_token_idx and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Gemma 4 mm_token_type_ids defaulting are different multimodal bugs." + "reason": "Video-processing ValueError and missing mm_token_type_ids defaults are different issues." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs return_tensors being ignored are different tokenizer API problems." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Both are processor/model mismatches, but one is a regression in custom multimodal code and the other is a specific input-size mismatch for OmDet-Turbo." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Missing pad_token_idx and meta-device loading failures are separate load/config issues." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor batch-shape bug and tensor-parallel OOM are not the same underlying defect." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile+SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "Different import/backend mapping problems affecting different optional backends." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but one is a missing helper and the other is a missing model class export." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Same Gemma4 family, but text-only mm_token_type_ids and device_map forward mismatch are different code paths." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path trailing slash import warning and SigLIP2 implementation discrepancy are different issues." - }, - { - "left": "issue:43295", - "right": "issue:43493", - "accept": false, - "reason": "Both are multimodal-related, but one is a processor API regression and the other is a model-accuracy discrepancy." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Both are missing-pad-token attribute errors, but they affect different config classes and model families." + "reason": "LayoutLMv2 tokenizer crash on NER/batched padding and return_tensors being ignored are separate tokenizer bugs." } ] }, @@ -9309,282 +9143,292 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", - "issue:41720", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", "issue:43262", "issue:43278", - "issue:43335", + "issue:43295", + "issue:43334", "issue:43450", "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", "issue:43550", - "issue:43606", + "issue:43572", + "issue:43575", "issue:43653", - "issue:43819", "issue:43824", - "issue:43827", + "issue:43844", "issue:43856", - "issue:43901", "issue:43950", "issue:43975", "issue:44112", "issue:44442", "issue:44466", - "issue:44479", "issue:44521", - "issue:44561", "issue:44610", "issue:44737", - "issue:44792", - "issue:44857", - "issue:44898", - "issue:45083", + "issue:44987", "issue:45127", "issue:45198", "issue:45200", "issue:45290", - "issue:45325", "issue:45381", - "issue:45412", "issue:45520", - "issue:45563", + "issue:45823", + "issue:46178", "issue:46192", "issue:46209", - "issue:46234", "issue:46285", "issue:46512", "issue:46894", - "issue:46899", - "issue:46932" + "issue:46899" ], "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", "issue:44521|issue:45290", - "issue:43278|issue:43856", + "issue:42915|issue:43824", "issue:28218|issue:35141", "issue:45381|issue:46209", - "issue:44466|issue:45127", - "issue:43824|issue:43975", "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:44466|issue:45127", "issue:43262|issue:43450", - "issue:43975|issue:45520", - "issue:43950|issue:46285", + "issue:43824|issue:43975", "issue:43653|issue:44112", "issue:43452|issue:46512", - "issue:44561|issue:46234", "issue:44442|issue:45198", - "issue:45200|issue:46899", - "issue:44479|issue:46192", - "issue:44792|issue:45563", - "issue:43819|issue:44112", - "issue:45200|issue:45325", - "issue:45200|issue:46932", - "issue:43335|issue:43550", - "issue:44898|issue:45412", - "issue:41720|issue:46209", - "issue:44610|issue:44857", - "issue:43819|issue:45083", - "issue:43827|issue:43901", - "issue:43606|issue:45083" + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899" ], - "prepared_review_unit_hash": "ddf21c148958f06577e9607d92fd73395661e84f5a9b23811cabc636cdec5fa0", + "prepared_review_unit_hash": "e3de9dcbdff0dfff768e2b1826444be1ed83a0800222f8422db02e3825e6e03c", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35611, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "soft_pair_count": 28, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated tokenizer, multimodal, dtype/config, model-loading, and docs issues. I rejected all soft edges because they do not describe the same underlying bug or change, though issue 45200 is the closest hub by similarity.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45200 is the nearest hub in the soft-similarity graph (it has the most links), and it is a concrete bug report with a clear reproduction path. That said, it does not actually subsume the other items.", + "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate-like pair is the two load-time `pad_token_id` config regressions, which look like the same underlying missing-config-attribute problem across different models.", + "confidence": 0.68, + "canonical_issue_reason": "`issue:43334` is the clearest representative of the shared `pad_token_id` load-time regression: it names the exact AttributeError, the affected config class, and the user-visible failure path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the best single representative because it is specific, actionable, and most central among the loosely related Gemma4-multimodal items.", + "best_issue_reason": "`issue:43334` is the strongest standalone issue here: concrete repro, specific exception, and it generalizes well to the related `pad_token_id` config failure in `issue:43525`.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Both involve apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on assistant tool-call messages with no content. Different failure modes and code paths." + "reason": "Both are multimodal processor/model mismatches, but they describe different failures and code paths: tokenizer passthrough with images vs wrong image input size." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage during training." + "reason": "One is a batched video-processor shape bug; the other is an OOM while loading a large model with tensor parallelism. Different subsystems and symptoms." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Tokenizer spacing after added tokens is a tokenization behavior bug; embedding reinitialization after resize is a model-weight initialization bug." + "reason": "`device_map=\"auto\"` forward-device mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen2.5-VL video position-id regression and FP8 inference failure on B200 are unrelated device/model compatibility issues." + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during DeepSpeed training." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both mention tied weights, but one is about save/serialization inconsistency across devices and the other about LoRA merge collapse with extended vocabulary. Not the same bug." + "reason": "Missing `pad_token_idx` in one config after 5.0 update is not the same as a load failure for a specific model package." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is unrelated to deepseek-coder detokenization behavior." + "reason": "These are different import errors for different symbols and model families; no shared underlying code-path is evident." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "XLNet CPU tensor allocation and CohereASR training-loss shifting are different model-specific bugs." + "reason": "A BART generate() `decoder_attention_mask` bug is not the same as Flash Attention 2 test failures." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video output shape are different processor bugs." + "reason": "One is a missing `flash_attn` key on Python 3.13; the other is an invalid backend name in the backend mapping. Different error sources." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Incorrect detokenization and a Python 3.13 import-utils KeyError are unrelated." + "reason": "`mm_token_type_ids` defaulting to zeros is a processor input-default bug, not the same as a device-placement mismatch during forward." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Non-persistent buffer corruption on load is not the same as CLIP text-model structural inconsistency." + "reason": "Trailing-slash local model import warning is unrelated to SigLIP2 implementation discrepancy." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test flake are unrelated." + "reason": "Custom-model processor/tokenizer regression is unrelated to SigLIP2 JAX/HF parity issues." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Broken gguf_file loading and stale config.dtype after from_config are separate load/config issues." + "reason": "Documentation example errors for SigLIP2 do not match the tensor-return behavior regression." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both involve import_utils, but they refer to different missing symbols and different breakages for different model classes." + "reason": "Both involve `apply_chat_template`, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages. Different bugs." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "AutoTokenizer failing for one tokenizer family and Wav2Vec2 save/tokenization failure are not the same underlying bug." + "reason": "Fine-grained FP8 failure for Qwen3MoE is unrelated to the Qwen2.5-VL import error." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Text-only fine-tuning needing default mm_token_type_ids and unsafe dtype casts in quantized multimodal embedders are different Gemma4 regressions." + "reason": "Tokenizer spacing after added tokens and output embedding reinitialization on resize are distinct tokenizer/model-init bugs." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is unrelated to B200/SM100 FP8 inference failure." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "A failed Janus image-generation test and a stale paged-generate warning are different issues." + "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are completely different code paths." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Missing STE mismatch in DAC.from_latents and a GraniteSpeech CI test failure are unrelated." + "reason": "Embedding dtype drift in evaluate is not the same as Qwen3 MoE memory inefficiency during training." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position-id scaling are separate multimodal bugs." + "reason": "Both touch tied weights, but one is inconsistent serialization by device and the other is LoRA merge collapse with extended vocab. Not the same fix." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and quantized vision/audio embedder dtype casting are not the same code-path problem." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shape output." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated model/config issues." + "reason": "Importing a Qwen2.5-VL class and incorrect DeepSeek detokenization are unrelated issues." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Perceiver interpolation failure at non-default resolution and RT-DETR memory not being released are unrelated." + "reason": "BigBird tokenizer special-token registration and GraniteSpeech stale CI test are not the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." + "reason": "`gguf_file` loading breakage is unrelated to stale `config.dtype` after `from_config(dtype=...)`." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision-model bugs." + "reason": "FastSpeech2Conformer tokenizer loading failure and Wav2Vec2 save/tokenization failure are different model-specific tokenizer bugs." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same load-time `AttributeError` on missing `pad_token_id` in config objects; this looks like one underlying config-interface regression across model families." + }, + { + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "DAC latent mismatch and a qwen3_omni_moe feature-length helper issue are unrelated." + "reason": "Non-persistent buffer corruption on `from_pretrained()` and CLIP text-model structure inconsistency are unrelated regressions." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "Both are docs-related, but they target different pipeline APIs and different documentation mistakes." + "reason": "`reduce_labels` in BeitImageProcessorFast and `return_tensors` being ignored are different processor behaviors." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "CPU offload device mismatch in Bark and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Defaulting multimodal token-type IDs to zeros is not the same as unsafe dtype casting in Gemma4 multimodal embedders under 4-bit quantization." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair is supported by the shared `pad_token_id` load-time AttributeError pattern, and the rest of the rejections avoid overclaiming duplicate status for clearly different bugs/subsystems." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9599,283 +9443,318 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28282", "issue:29942", "issue:32090", "issue:33357", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", - "issue:42490", - "issue:43278", + "issue:41720", "issue:43335", "issue:43388", "issue:43425", "issue:43504", "issue:43526", "issue:43550", + "issue:43606", "issue:43611", "issue:43653", - "issue:43825", - "issue:43854", + "issue:43819", + "issue:43827", + "issue:43901", "issue:44112", "issue:44206", "issue:44351", - "issue:44448", "issue:44466", - "issue:44617", - "issue:44743", + "issue:44561", + "issue:44610", + "issue:44792", "issue:44855", "issue:44857", + "issue:44898", + "issue:44995", "issue:45083", - "issue:45290", + "issue:45200", + "issue:45325", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", - "issue:45588", "issue:45593", "issue:45759", - "issue:45859", "issue:46170", + "issue:46209", + "issue:46234", "issue:46285", - "issue:46326", "issue:46424", - "issue:46431", "issue:46512", - "issue:46566", - "issue:46697", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46932" ], "soft_pairs": [ - "issue:37428|issue:43425", - "issue:43335|issue:43653", + "issue:44792|issue:45563", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:45083", "issue:44857|issue:45593", - "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:37428|issue:43425", "issue:44206|issue:45584", + "issue:43388|issue:43526", + "issue:46512|issue:46821", "issue:45759|issue:46285", + "issue:38175|issue:45412", "issue:28282|issue:33357", "issue:29942|issue:32090", - "issue:43388|issue:43526", - "issue:38175|issue:45412", - "issue:46424|issue:46858", - "issue:43611|issue:44466", "issue:43335|issue:43504", + "issue:44995|issue:46858", + "issue:43611|issue:44466", + "issue:46424|issue:46858", "issue:44855|issue:45083", "issue:43550|issue:44112", + "issue:37428|issue:44351", "issue:43335|issue:45083", - "issue:46431|issue:46566", "issue:45520|issue:46170", "issue:43335|issue:44112", - "issue:44448|issue:44743", - "issue:43335|issue:45593", - "issue:45290|issue:46326", - "issue:42490|issue:43854", - "issue:37428|issue:44351", - "issue:44617|issue:46697", - "issue:45588|issue:45859", - "issue:34689|issue:35141", - "issue:43278|issue:43825" + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "6aa30acbe9596d1c5488aebc97c1802de163e504a533c8fdae2bcd619eba0835", + "prepared_review_unit_hash": "4ec1f59f93da5fbaaad52cf222cb64546bbd72cfe6c914c05f6c5292288b74d1", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36524, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "soft_pair_count": 33, + "serialized_chars": 37943, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mixes import/backend errors, model-loading regressions, cache/device bugs, tokenizer/chat-template issues, and unrelated training/runtime failures. The soft pairs are mostly broad topical similarities, not same-underlying-bug duplicates, so none should be merged.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out; the items are not one duplicate set but a loose collection of unrelated Transformers bugs.", + "summary": "This cluster is not a true duplicate set; it contains many unrelated issues across model loading, cache handling, docs, audio/vision, and hardware-specific regressions. I would not merge any of the soft edges.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the closest thing to a broad representative because it is a general model-loading regression in v5, but it still does not unify the rest of the cluster.", + "best_issue_reason": "issue:43335 is the clearest self-contained bug report with a specific, fixable code-path failure; if a representative issue is needed, it is the strongest candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Flash-attention import error vs Torch 2.10 compatibility; related ecosystem area, but different failure mode and fix." + "reason": "Different failures in different areas: Janus image generation test vs stale paged-generate warning." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration; different components and symptoms." + "reason": "Both touch Gemma 4, but one is missing mm_token_type_ids defaults while the other is a quantized embedder dtype-casting bug." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different model behavior and code paths." + "reason": "Unrelated bugs: Perceiver resize/interpolation failure vs RT-DETR memory release after deletion." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Stale config dtype after from_config vs TimesFM window_size AttributeError; unrelated configuration bugs." + "reason": "Different model families and code paths: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Feature extractor unsupported argument vs Whisper generation after align_special_tokens; different pipelines and bug surfaces." + "reason": "Different subsystems: DAC latent reconstruction mismatch vs GraniteSpeech CI test stale device override." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Different multimodal/model-structure regressions in separate classes; same broad theme, not the same concrete bug." + "reason": "Both multimodal, but one is a missing default input field and the other is a RoPE temporal \u0564\u056b\u0580ection scaling bug." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Missing PyTorch ImportError vs MacOS bus error on a CLIP model; different root causes and environments." + "reason": "Different hardware/runtime failures: Qwen3 auto device mapping assert on A800 vs FP8 inference failure on B200." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Flash Attention test failures vs Trainer GPU broadcast TypeError; no shared code-path problem." + "reason": "Different concrete defects: processor image size mismatch vs mixed-precision loss crash." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels; different functions." + "reason": "Both are import-utility compatibility issues, but they concern different missing helpers and different breakages." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Unexpected zero probabilities vs memory not released after deletion; unrelated model inference and lifecycle bugs." + "reason": "Both are docs issues, but they are about different pages and different deprecated pipeline arguments." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Quantized-cache max length handling vs static-cache seq_length tensor arithmetic on non-CUDA backends; different cache bugs." + "reason": "Unrelated: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "General v5 loading breakage due to base_model_prefix vs device-dependent serialization of lm_head.weight; related version, but different concrete defect." + "reason": "Different model-specific training/inference bugs: AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug vs Beit semantic-segmentation legacy-field loading failure; unrelated models and mechanisms." + "reason": "No shared underlying bug: CPU offload device mismatch vs qwen3_omni_moe feature-length helper semantics." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Python 3.13 @torch.jit.script parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior; different issues." + "reason": "Different problems: sparse layer creation in SwitchTransformers vs tokenizer special-token registration." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "torch.compile + SDPA model failure vs a stale CI device-override test; one is a runtime bug, the other is a test issue." + "reason": "Both mention compatibility, but one is a specific missing flash-attention symbol and the other is a general Torch version incompatibility." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Sparse-layer config creation vs audio feature-length helper behavior; no shared bug." + "reason": "Different audio bugs: unsupported feature extractor arg vs Whisper empty transcription failure after token alignment." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Missing chat template error vs weights left on meta device with device_map=auto; different loading/preprocessing layers." + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reducing labels incorrectly." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Python 3.13 flash_attn import key error vs Windows ROCm torch.distributed dependency issue; different platforms and causes." + "reason": "Completely different issues: stale config dtype vs TimesFM window_size AttributeError." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Model config bug vs CI test flake; not the same underlying defect." + "reason": "Both are model-structure regressions, but one is text_config unwrapping and the other is CLIP text-model structure inconsistency." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Pegasus v4/v5 output difference vs Qwen3.5 recurrent state reset in cache; different models and behaviors." + "reason": "Unrelated model behavior bug vs memory-management bug." }, { - "left": "issue:43335", - "right": "issue:45593", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Sparse-layer config creation vs missing auxiliary losses; unrelated model subsystems." + "reason": "Different failure classes: missing PyTorch dependency import error vs MacOS bus error on a CLIP model." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Assistant tool-call chat-template crash vs mistral_common continue_final_message bug; both chat-related but different edge cases and code paths." + "reason": "Different regressions: Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Trailing-slash local path warning vs unit-test failure loading a specific GLM-4.7-Flash model; different issues." + "reason": "Different concrete defects in different models: sparse layer config bug vs legacy-field loading failure in BeitForSemanticSegmentation." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Flash-support import error vs HybridCache import failure; both import-related but distinct symbols and modules." + "reason": "Cache-related but not the same bug: GlmMoeDsa stale indexer cache vs static-cache seq-length tensor arithmetic on non-CUDA backends." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "CUDA OOM in Sam3Video vs over-padding in Swin2SR image processor; unrelated memory vs preprocessing problems." + "reason": "Both are v5 regressions, but one is loading via base_model_prefix and the other is device-dependent serialization of lm_head.weight." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "flash_attention integration crash on s_aux=None vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different failure points." + "reason": "Both involve cache internals, but one is max_cache_length behavior and the other is device-tensor seq-length arithmetic." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Llama 3.2 vision model-loading regression vs token-embedding resize/reinit bug; same broad area, not same bug." + "reason": "Unrelated: Python 3.13 torch.jit parse error vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile failure in Bamba vs GraniteSpeech stale CI test." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different bug surfaces; no shared underlying defect." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency issues on different platforms: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed import/type failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI stale device override." + }, + { + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Embedding dtype mismatch between train/eval vs pipeline translation-support error message; different subsystems and symptoms." + "reason": "Different bugs in different models: SwitchTransformers config creation vs D-FINE loss behavior." } ] }, @@ -9897,16 +9776,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:10000", - "issue:15354", "issue:26413", - "issue:27957", "issue:28218", "issue:29127", - "issue:29870", - "issue:29942", "issue:31501", "issue:32090", "issue:33357", @@ -9916,7 +9790,6 @@ "issue:39692", "issue:42490", "issue:43278", - "issue:43329", "issue:43526", "issue:43550", "issue:43575", @@ -9924,262 +9797,267 @@ "issue:43701", "issue:43720", "issue:43819", + "issue:43825", + "issue:43854", "issue:44112", "issue:44206", - "issue:44360", "issue:44448", - "issue:44464", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", + "issue:44617", + "issue:44743", "issue:44779", "issue:44857", "issue:45072", "issue:45083", "issue:45127", "issue:45245", + "issue:45290", "issue:45310", "issue:45459", "issue:45478", - "issue:45593", + "issue:45588", "issue:45823", + "issue:45859", "issue:46234", - "issue:46424", - "issue:47000" + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" ], "soft_pairs": [ - "issue:29127|issue:32090", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", "issue:44514|issue:44521", - "issue:39692|issue:43526", - "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:29127|issue:32090", "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:39692|issue:43526", "issue:39692|issue:44493", - "issue:44206|issue:45823", "issue:28218|issue:32090", - "issue:10000|issue:15354", + "issue:46431|issue:46566", + "issue:45310|issue:45478", + "issue:44206|issue:45823", + "issue:44448|issue:44779", "issue:43720|issue:44112", "issue:43701|issue:45083", - "issue:44448|issue:44779", - "issue:26413|issue:31501", + "issue:44617|issue:46697", "issue:45127|issue:45245", - "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:42490|issue:43575", "issue:32090|issue:33357", + "issue:45459|issue:46234", "issue:44857|issue:45072", - "issue:42490|issue:43575", "issue:43550|issue:45083", - "issue:45459|issue:46234", - "issue:38175|issue:44493", - "issue:44360|issue:44561", - "issue:45593|issue:47000", - "issue:27957|issue:34689", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:43278|issue:43329", - "issue:44464|issue:46424" + "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "e438da0674ac17a15f9f4cce96f2c05767714b22fa9e36b9d877f12e30061a3f", + "prepared_review_unit_hash": "1a29a390e3528952c60e47407a9f0a24c5a7b329f76af98273ae634077553950", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 35579, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is almost entirely unrelated issues, with one clear duplicate pair about the Qwen3.5 MoE from_pretrained regression. No PRs are present.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 and issue:45478 are the same bug report: identical title, same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained failure.", + "summary": "Most items are unrelated issue reports from different subsystems and should not be clustered as duplicates. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478: same title, same model, and the same from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the earliest and slightly more detailed of the duplicate Qwen3.5 MoE reports, so it is the best canonical issue.", + "best_issue_reason": "Issue 45310 is the strongest representative for the cluster only because it participates in the one obvious duplicate pair; otherwise the set is too heterogeneous to have a meaningful single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Different subsystems and failures: LayoutLMv3 box validation vs Trainer GPU broadcast of None." + "reason": "Both mention model behavior differences, but they are different bugs in different code paths/models: Pegasus output drift vs Qwen3.5 MoE recurrent-state reset." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Both involve apply_chat_template, but the reported bugs differ: batched padding=False crash vs multimodal assistant mask all-zero output." + "reason": "Both involve chat templating, but one crashes on tool-call messages with no content while the other is about continue_final_message for mistral_common tokenizers." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Unrelated models and bugs: SigLIP2 doc example errors vs BeitImageProcessorFast reduce_labels returning one label." + "reason": "Different failures: Llama 3.2 Vision loading regression versus output embedding reinitialization after resizing token embeddings." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Different code paths: DAC.from_latents / STE mismatch vs position-id unexpected-key behavior." + "reason": "A local-path import warning and a GLM model-loading unit test failure are not the same bug." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Different models and failure modes: bark-small CPU offload device mismatch vs LwDetrImageLoss AMP/CUDA crash." + "reason": "Same processor family, but different concrete bugs: batched padding=False crash versus assistant mask generation returning zeros." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "SigLIP2 doc example issues are not the same as position-id key mismatches across models." + "reason": "Different subsystems and symptoms: flash_attention sink-less s_aux handling versus Qwen3.5 rotary embedding CPU-offload incompatibility." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Different components and symptoms: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error message about translation-task support." }, { - "left": "issue:28218", + "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast error are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different models and export/script problems; no shared underlying bug." + "reason": "Device mismatch with CPU offload for Bark is unrelated to an AMP float16 crash in LwDetrImageLoss." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech CI device-override test failure." + "reason": "DAC forward/from_latents mismatch is not the same underlying issue as unexpected position-id keys." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "SigLIP2 docs issues and BeitImageProcessorFast reduce_labels behavior are different problems." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both are v4/v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different bugs." + "reason": "Documentation/example failures are unrelated to position-id key warnings across many models." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Resume-from-checkpoint iterator failure and FineWeb training not starting are not the same issue." + "reason": "Tokenizer added-space behavior is unrelated to the Trainer NoneType broadcast error." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "LoRA/tied-embeddings collapse and category-count runtime limit are unrelated." + "reason": "Missing chat template support and DiffusionGemma meta-device loading are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact Qwen3.5 MoE from_pretrained regression, reported twice with matching title and version context." + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, and clearly the same regression." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different runtime failures: GPU broadcast NoneType vs MacOS bus error for CLIP." + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Both mention dtype issues, but they affect different models and code paths; not the same concrete bug." + "reason": "Both are version-related model regressions, but they affect different models and different underlying behavior." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct OOM are unrelated." + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." }, { - "left": "issue:43550", + "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." + "reason": "Resume-from-checkpoint key mismatch is not the same as qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Tokenizer error masking from missing protobuf and missing import_utils symbol are different issues." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated." + "reason": "LoRA merge collapse with extended vocab is unrelated to category-count overflow." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "DSA indexer activation discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + "reason": "The checkpoint-resume epoch_iterator failure is not the same as a FineWeb training startup issue." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Different detection-loss bugs in different models; not the same underlying change." + "reason": "Path-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." + "reason": "Trainer GPU broadcast NoneType and MacOS CLIP bus error do not describe the same bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize/post_init reinitialization." + "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing import_utils availability helper." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Bart generate decoder_attention_mask bug is unrelated to Trainer _gpu_broadcast_one NoneType failure." + "reason": "Both mention dtype issues, but they involve different models, setups, and failures." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Training/eval dtype drift is unrelated to multimodal token-count helper undefined names." + "reason": "torch.compile SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to max_cache_length handling." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys across many models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:45310 vs issue:45478 (identical title and same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained context), and the claim that there are no PRs is correct. The soft-edge verdicts stay conservative and do not overclaim equivalence where the packet only shows superficial similarity." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly duplicate pair (45310/45478, same title and same Qwen3.5 MoE from_pretrained regression) and treats the rest as unrelated or at least not clearly duplicative. The soft-edge rejections are appropriately cautious and do not overclaim." }, "evaluator_used": true, "retried": false, @@ -10198,296 +10076,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:10000", + "issue:15354", "issue:25251", + "issue:27957", "issue:29127", "issue:29870", + "issue:29942", "issue:32090", "issue:33290", - "issue:33357", "issue:34567", + "issue:34689", + "issue:35141", "issue:37428", - "issue:39692", "issue:40444", - "issue:41720", "issue:42175", "issue:42490", "issue:43257", "issue:43278", "issue:43299", + "issue:43329", "issue:43381", "issue:43526", - "issue:43575", "issue:43701", "issue:43873", "issue:43927", "issue:43976", - "issue:44186", - "issue:44361", + "issue:44360", "issue:44448", + "issue:44464", "issue:44466", + "issue:44530", "issue:44561", - "issue:44779", "issue:44855", "issue:44871", "issue:44977", - "issue:45198", "issue:45229", "issue:45290", "issue:45381", "issue:45440", - "issue:45563", - "issue:45588", + "issue:45593", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", "issue:46399", - "issue:46421", + "issue:46424", "issue:46655", - "issue:46858" + "issue:47000", + "issue:47276" ], "soft_pairs": [ + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:44464|issue:46424", "issue:45290|issue:45381", + "issue:43278|issue:43329", "issue:37428|issue:42175", + "issue:29870|issue:33290", "issue:44448|issue:44977", "issue:43257|issue:43299", - "issue:29870|issue:33290", - "issue:40444|issue:43526", "issue:43278|issue:43381", + "issue:45290|issue:46655", "issue:44855|issue:46399", - "issue:25251|issue:32090", + "issue:44360|issue:44561", "issue:32090|issue:33290", - "issue:45920|issue:46192", "issue:43927|issue:45698", - "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:45920|issue:46192", "issue:44977|issue:45229", - "issue:44561|issue:44779", + "issue:44530|issue:47276", "issue:42490|issue:43873", "issue:43873|issue:45229", - "issue:29127|issue:34567", - "issue:44871|issue:44977", - "issue:33357|issue:39692", "issue:43381|issue:43701", - "issue:46421|issue:46858", + "issue:44871|issue:44977", + "issue:25251|issue:32090", + "issue:29127|issue:34567", "issue:44448|issue:44466", - "issue:44186|issue:45198", - "issue:45588|issue:45823", - "issue:43976|issue:45440", - "issue:43278|issue:43575", - "issue:44361|issue:45198", - "issue:41720|issue:45229", - "issue:44977|issue:45563" + "issue:43976|issue:45440" ], - "prepared_review_unit_hash": "4ca39ccdfcc169c658e725d2905adead1438b08fe10b9d91fd96e2d41e608a62", + "prepared_review_unit_hash": "24e947fe6b115732c108f850545b990be19a7a1f7036368a2c2066f8027b54ca", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "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 cluster is a loose similarity bucket of mostly unrelated Transformers issues. The only recurring pattern is broad v5/regression wording, but none of the soft pairs describe the same underlying bug or mergeable change.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45920 is the broadest representative of the recurring v5 tokenizer/regression theme, but the cluster is too heterogeneous to be a true duplicate set.", + "summary": "The cluster is heterogeneous: every soft pair spans different bugs, models, or code paths, so none is a safe duplicate merge. No single issue or PR stands out as a true canonical for the set.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures across loading, generation, multimodal preprocessing, training, packaging, and messaging; the soft-similarity links are not strong enough to imply one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best overall anchor because it is broad, regression-focused, and closest to the shared tokenization/version-change motif, though still not a true canonical duplicate.", + "best_issue_reason": "No issue is suitable as a global best representative because the cluster is too mixed to be summarized by one bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Different subsystems: chat templating/tool-call handling vs Qwen2.5-VL video position IDs." + "reason": "Different targets: D-FINE auxiliary-loss behavior vs RTDetrLoss infeasible cost-matrix crash." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Different packaging/import problems: missing flash attention symbol vs TensorFlow not installed in a torch-only extra." + "reason": "Unrelated failures: Flash Attention 2 support for XLM-R vs Llama 3.2 vision model loading regression." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Different bugs and models: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + "reason": "Flash Attention 2 test failures are not the same bug as token-embedding reinit after resize." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Both are Qwen3 MOE-related, but one is accelerate+deepspeed weight conversion and the other is v5 loading divergence for Qwen3VL MoE." + "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType error are different code paths." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Bart generate() mask bug and deepspeed/adafactor OOM are unrelated failure modes." + "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Different code paths: multimodal iterable finetuning vs BeitImageProcessorFast label reduction." + "reason": "Compiled-forward chunked generation inconsistency is distinct from cache max-length handling for quantized cache." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval are separate training/runtime issues." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal bugs." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Both involve decorator/script registration, but they are different model-specific import failures with different root causes." + "reason": "Embedding dtype drift in evaluate is unrelated to undefined variables in multimodal token counting." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to Trainer/_gpu_broadcast_one NoneType errors." + "reason": "Flash-attention util import error and missing TensorFlow extra are separate packaging/import issues." }, { - "left": "issue:32090", + "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Unsupported NoneType broadcast and deepspeed OOM are distinct distributed-training failures." + "reason": "Generate-time decoder mask bug does not match an Adafactor/DeepSpeed OOM issue." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Both touch tokenizer APIs, but wrong token IDs and ignored return_tensors are different bugs." + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Save/load custom token IDs and loading the wrong custom module are related only by persistence, not the same defect." + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 loader regression for Qwen3VL; not one concrete fix." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Chat template tool-call crash and video processor padding error are unrelated." + "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." + "reason": "Tool-call chat templating crash and SmolVLM video padding bug are different preprocessing failures." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to DeepSeek tokenizer regressions." + "reason": "Python 3.13 import/parsing problem is unrelated to a missing decorator registration in Qwen3.5 kernels." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Trailing-slash import warning and quantization offloading malfunction are different issues." + "reason": "DSA indexer missing ReLU and removal of is_torch_fx_available affect different subsystems and fixes." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Offloading/quantization behavior and multi-GPU OOM are not the same underlying bug." + "reason": "Trainer broadcast of NoneType is not the same as an OOM caused by Adafactor in DeepSpeed." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + "reason": "Both involve save/load behavior, but one loses custom token IDs in config and the other resolves the wrong custom module after save_pretrained; distinct defects." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention failure affect different code paths." + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are unrelated processor issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "MacOS bus error on CLIP and SigLIP2 documentation/model mismatch are different problems, even if both involve vision models." + "reason": "Tokenizer regression producing wrong IDs is not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval and resume_from_checkpoint key mismatch are separate Trainer issues." + "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Both are cache/compile related, but spurious recompilation and device-tensor seq-length arithmetic are different bugs." + "reason": "PagedAttentionCache crash and a misleading warning message are not the same underlying bug." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Pegasus output regression and lm_head serialization inconsistency are unrelated." + "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are separate memory-management issues." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are different features." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + "reason": "eos_token_id config mismatch is unrelated to flash-attention generation failure." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Eval dtype drift and tensor-parallel OOM are not the same bug." + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType error do not share a code path." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer paths." + "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are different Trainer/model issues." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are distinct model-loading/runtime failures." + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is lm_head.weight serialization; not the same bug or fix." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Flash-attention generation failure and stale paged-generate warning are unrelated." + "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." } ] }, @@ -10509,7 +10388,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:29127", "issue:29870", @@ -10518,281 +10397,281 @@ "issue:33357", "issue:34689", "issue:35141", + "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43334", + "issue:43278", "issue:43381", "issue:43412", - "issue:43526", - "issue:43531", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", "issue:43994", + "issue:44077", + "issue:44186", "issue:44206", "issue:44265", - "issue:44387", + "issue:44361", "issue:44442", "issue:44479", + "issue:44561", "issue:44568", - "issue:44625", "issue:44743", + "issue:44779", + "issue:44977", "issue:45198", - "issue:45245", - "issue:45372", - "issue:45406", + "issue:45229", "issue:45412", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", - "issue:45584", "issue:45588", - "issue:45593", - "issue:45712", "issue:45803", + "issue:45823", "issue:46121", + "issue:46421", "issue:46693", - "issue:46701", - "issue:47217" + "issue:46858", + "issue:47276" ], "soft_pairs": [ - "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563", "issue:43611|issue:46121", "issue:45198|issue:45803", "issue:44568|issue:45491", - "issue:44206|issue:44479", - "issue:43412|issue:45588", "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:44077|issue:47276", "issue:43653|issue:44743", - "issue:42915|issue:42994", - "issue:43756|issue:45440", + "issue:44206|issue:44479", "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:42915|issue:42994", "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:29127|issue:33357", - "issue:43065|issue:43994", "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43065|issue:45412", "issue:45491|issue:46693", "issue:29127|issue:35141", - "issue:43065|issue:45412", - "issue:43575|issue:44387", - "issue:45245|issue:45563", - "issue:45372|issue:45588", - "issue:43526|issue:47217", - "issue:43994|issue:45412", - "issue:45459|issue:45712", - "issue:45440|issue:45593", - "issue:45406|issue:46701", - "issue:43334|issue:43531", - "issue:44625|issue:45584" + "issue:43412|issue:45588" ], - "prepared_review_unit_hash": "c8e231882c36dd148eb9c003032aa6e44872b483e758414ace6d5a74680bae00", + "prepared_review_unit_hash": "574864c5b74af569aa4774c5afd097a04bae700ce7e1a1b6f61e01038d1d09e9", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36611, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share only broad vocabulary like regressions, OOMs, tokenizers, or generation, but they point to different models, code paths, and failure modes. No soft edge looks like the same underlying bug/change, so none are accepted.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44479 is the broadest high-impact regression here, affecting multiple Qwen VL variants and clearly describing a reproducible user-facing breakage; it is the best representative issue even though it is not a duplicate of the others.", + "summary": "These are mostly unrelated issues with only superficial subsystem overlap. The soft pairs share broad themes like tokenizers, cache, generation, or vision models, but they describe different concrete failures and would not be merged as duplicates. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46693 is the most broadly scoped and clearly articulated standalone regression report in the set, with strong impact and discussion activity; it is the best representative issue even though the rest are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it has the widest scope across related model variants and the clearest regression framing.", + "best_issue_reason": "issue:46693 has the clearest reproduction-oriented bug description and widest practical impact among the listed issues, making it the most suitable canonical issue candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision/CLIP-adjacent workflows, but one is a MacOS bus error and the other is a SigLIP2 doc-example mismatch/quantization failure; different bugs and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one reports lazy cache initialization causing recompilation while the other is a device-tensor seq_length arithmetic bug in static cache; not the same failure path." + }, + { + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Flash Attention 2 test failures and an image processor segmentation-map bug are unrelated subsystems and failure modes." + "reason": "One is a dtype change during evaluation, the other is a tensor-parallel OOM during model load; unrelated symptoms and code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization issues are distinct code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One breaks trust_remote_code models after removing a helper API; the other is a DeepSeek tokenizer regression. No shared concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model inference problems, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not mergeable as one fix." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling crash vs Gemma4 PLE device mismatch; different subsystems and remediation." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "One is a model-loading/base_model_prefix regression; the other is a ROPE-validation TypeError on JSON-loaded lists. Different code paths." + "reason": "Base-model-prefix loading regression and rope-parameter JSON list TypeError affect different loaders and validation code." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and a Fuyu tensor-conversion bare-except bug are distinct model-specific issues." + "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a bare-except bug in Fuyu tensor conversion. Different underlying issues." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings in sliding-window batching are not the same bug." + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaN embeddings are unrelated." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to the Qwen video-input regression." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Llama 3.2 Vision model loading breakage." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "ExecuTorch export validation errors and a flash-attention s_aux=None crash involve different components and symptoms." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated test/vision issues." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "A BART generate() UnboundLocalError and a Llama 3.2 vision model-loading failure do not share the same underlying defect." + "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are different concerns; not the same bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LASR feature extractor center-arg regression and Qwen video-input regression are different failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Both mention quantization, but one is a FineGrainedFP8 model/config failure and the other is quantized model saving; different bugs." + "reason": "BigBirdTokenizer decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; no shared code path." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model-implementation divergence, but they are for different models and different code changes." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are both model-architecture issues, but not the same concrete bug." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer decode emptiness and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-related bugs." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "torch.export exportability via torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are separate failure classes." + "reason": "OOM on loading Qwen2-57B with tensor parallelism is not the same issue as resume_from_checkpoint key mismatch." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box validation messaging and a MacOS CLIP bus error are not the same defect." + "reason": "LayoutLMv3 box-info error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning and gradient-checkpointing-in-eval-mode are different behaviors." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "A dummy Sam3PixelDecoder convolution and a SigLIP2 AutoModel/pipeline correctness issue do not match." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical AutoModel/pipeline output are distinct model issues." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory not released are unrelated." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both involve FA2/long-context, but one is NaN embeddings from all-padding sliding windows while the other is a performance regression; not the same bug." + "reason": "Gemma3 mixed-length NaNs from sliding-window attention are different from a FA2 long-context performance regression." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different issues." + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are unrelated bugs." }, { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy convolution in Sam3PixelDecoder and RT-DETR memory retention are unrelated." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both can OOM, but one is tensor-parallel model loading and the other is increased CUDA reserved memory under int4 quantization; different root causes." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count runtime error and stale num_return_sequences warning are unrelated generate/model handling bugs." - }, - { - "left": "issue:45372", + "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import breakage and flash_attention.py s_aux=None are separate failures." - }, - { - "left": "issue:43526", - "right": "issue:47217", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and VL image-placeholder handling are different image-processing/model-input bugs." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory release are unrelated." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes in dummy_pt_objects.py are distinct maintenance issues." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepSeekV3MoE divergence from remote implementation and D-FINE auxiliary-loss behavior are unrelated model changes." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different code paths." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate model/config bugs." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." + "reason": "Executorch export guard/erfinv support issue is unrelated to flash_attention sink handling." } ] }, @@ -10814,7 +10693,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:27957", "issue:29127", @@ -10823,274 +10702,295 @@ "issue:35141", "issue:42915", "issue:43066", - "issue:43262", + "issue:43334", "issue:43381", "issue:43421", "issue:43526", - "issue:43646", - "issue:43761", + "issue:43531", + "issue:43575", "issue:43824", "issue:43873", "issue:43931", "issue:43994", - "issue:44077", - "issue:44206", "issue:44279", + "issue:44387", "issue:44442", "issue:44462", "issue:44514", - "issue:44743", - "issue:44811", + "issue:44625", "issue:44857", - "issue:44898", - "issue:44977", "issue:45072", "issue:45245", "issue:45250", - "issue:45325", "issue:45372", "issue:45381", "issue:45406", "issue:45412", + "issue:45440", "issue:45459", "issue:45491", + "issue:45563", + "issue:45584", "issue:45588", + "issue:45593", + "issue:45712", "issue:45834", - "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46697", - "issue:46821" + "issue:46701", + "issue:46821", + "issue:47217" ], "soft_pairs": [ + "issue:45245|issue:45563", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:44625|issue:45584", "issue:43421|issue:45491", - "issue:45372|issue:45406", "issue:44442|issue:45072", - "issue:45250|issue:46640", - "issue:43066|issue:44462", - "issue:43526|issue:45834", + "issue:45372|issue:45406", "issue:45412|issue:46369", "issue:45372|issue:45459", "issue:27957|issue:33290", - "issue:33290|issue:34689", "issue:27957|issue:29127", - "issue:43824|issue:44279", + "issue:43526|issue:45834", + "issue:33290|issue:34689", "issue:33290|issue:35141", + "issue:43824|issue:44279", "issue:43526|issue:46693", - "issue:42915|issue:43931", - "issue:43994|issue:46369", "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:43994|issue:46369", "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:45250|issue:46640", "issue:45588|issue:46821", "issue:46121|issue:46399", - "issue:43646|issue:44077", - "issue:44514|issue:45381", - "issue:44977|issue:45245", - "issue:44743|issue:44811", - "issue:43761|issue:45859", - "issue:44442|issue:44898", - "issue:43262|issue:44206", - "issue:45325|issue:46697" + "issue:44514|issue:45381" ], - "prepared_review_unit_hash": "31eeb5ab538ed2ea0afc212e429c6beb088335bd4d39ea9f9b7a6487a2a3ae52", + "prepared_review_unit_hash": "2b7c86fdf4d0c6135121c16d26f2abbca7ed923be9a6546ffc93bb6d326ca0d3", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36055, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 31, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated; the soft-similarity signals are driven by broad topical overlap (tokenizers, flash-attention, vision models, memory/offload) rather than the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs in the set.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 44462 is the best anchor only because it is a concrete, reproducible tokenizer-loading bug with a clearly scoped code path; however, the cluster overall does not form a real duplicate set.", + "summary": "This cluster is highly heterogeneous: the proposed soft pairs share only broad topical similarity (Flash Attention, tokenizers, Qwen/VL, memory/OOM, etc.) but not the same concrete bug or code path. No pull requests are present. If a representative issue is needed, issue 46693 is the strongest anchor because it is the most active and most concretely scoped regression report, though it does not subsume the rest of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46693 is the most discussed, concrete regression in the set and the best weak representative of the cluster, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the most actionable and specific representative among these mostly unrelated reports, making it the best issue candidate if one must be chosen.", + "best_issue_reason": "issue:46693 has the highest discussion activity and a clearly defined performance regression, making it the best single issue to surface for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Different bugs: runtime special-token/post-processor syncing vs NaN embeddings from mixed-length sliding-window attention." + "reason": "Different bugs: category-count limit during categorization vs a stale warning in paged generate." }, { "left": "issue:45372", - "right": "issue:45406", + "right": "issue:45588", "accept": false, - "reason": "Both mention Gemma 4 loading, but one is an import/dependency failure and the other is a missing _tokenizer attribute in serve; not the same code-path bug." + "reason": "Different failure modes and code paths: Gemma 4 processor import/loading vs flash-attention crash on missing s_aux." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Unrelated tokenizer-loading failure vs dtype mismatch in bfloat16 inference." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking when protobuf is missing is unrelated to leftover dummy classes leaking into dir() and repo checks." + }, + { + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Both are generic Flash Attention 2 titles, but there is no evidence they describe the same concrete defect." + "reason": "Both mention OOM, but the causes differ: tensor-parallel load vs increased reserved memory under int4 quantization." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Different tokenizer issues: wrong decoder type in v5 vs AutoTokenizer ignoring repository tokenizer.json." + "reason": "Wrong tokenizer decoder type in v5 is a different bug from ignoring tokenizer.json in repository loading." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Different image-processing bugs: Beit reduce_labels corruption vs Kosmos2.5 OCR index error." + "reason": "SigLIP2 producing nonsensical outputs and RT-DETR memory not being released are unrelated issues." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Both are memory-related, but one is GC cleanup for RT-DETR and the other is overflow in sam3-litetext; not the same bug." + "reason": "Gemma4Processor missing _tokenizer during serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Different tokenizer-loading failures: missing ReasoningEffort import vs protobuf-missing error masking." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different code paths." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/deepspeed OOM." + "reason": "Runtime post-processor updates for special tokens do not match Gemma3 NaN embeddings in sliding-window attention." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different failures: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Unrelated: Flash Attention 2 model support vs clearer layoutlmv3 box error messaging." + "reason": "Both affect Gemma 4, but one is an import/dependency problem and the other is a missing attribute on the processor; not the same bug." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "ImportError for a specific Qwen model is not the same as a generic dependency issue with transformers." + "reason": "RT-DETR garbage-collection memory retention and sam3-litetext memory overflow are different issues." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + "reason": "Gemma 4 import failure and protobuf-related tokenizer error masking are unrelated." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Different problems: label reduction bug vs Flash Attention 2 long-context performance regression." + "reason": "XLMRoberta Flash Attention 2 support and adafactor/deepspeed OOM are unrelated." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different model/config failures: FP8 config incompatibility vs Qwen3-VL weight-shape mismatch." + "reason": "Flash Attention support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Different symptoms and code paths: bad AutoModel/pipeline outputs vs model memory overflow." + "reason": "Beit image-label reduction bug and Kosmos2.5 long-OCR index error are different failures." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Different crashes in different components: float16 AMP loss vs flash_attention sink-less attribute handling." + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are not the same underlying issue." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + "reason": "OOM under deepspeed optimizer use and output-embedding reinitialization are unrelated bugs." }, { - "left": "issue:45588", - "right": "issue:46821", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Unrelated: flash_attention sink handling vs TimesFM window_size attribute access." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Rope-parameter list handling and Qwen3.5 kernel registration are different bugs." + "reason": "ImageProcessorFast label handling is unrelated to a Flash Attention 2 performance regression." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "General custom-model initialization regression is not the same as patchtsmixer's post_init contract issue." + "reason": "LwDetrImageLoss fp16 AMP crash and flash_attention s_aux=None crash are different code paths." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Different Qwen2.5-VL bugs: batched chat-template padding crash vs video vision_position_ids miscalculation." + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are distinct model/config bugs." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Flash-attention generation bug is unrelated to the category-count runtime error." + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Different domains: Qwen recurrent-state caching vs Whisper batch_decode token skipping." + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different problems." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "CLIPVisionModel hidden-state regression is unrelated to Qwen3_5Moe CPU-offload compatibility." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading issues." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Different vision/model-loading bugs: FastSpeech2ConformerTokenizer loading vs Perceiver non-default-resolution failure." + "reason": "These are both generic Flash Attention 2 reports, but the available evidence is too broad to confirm the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to LasrFeatureExtractor passing an unsupported center arg." + "reason": "Flash-attention crash on sink-less models and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 kernel registration failure are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Different image/video preprocessing bugs: Qwen2.5-VL rope indexing vs Swin2SR over-padding." + "reason": "Batched apply_chat_template crash with padding=False and wrong vision_position_ids for video input are related only at a family level, not the same concrete defect." } ] }, @@ -11112,28 +11012,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:25251", "issue:27957", - "issue:28282", "issue:29870", - "issue:32090", "issue:42175", "issue:42490", "issue:42617", - "issue:43232", + "issue:43262", "issue:43316", - "issue:43388", "issue:43493", "issue:43525", "issue:43550", "issue:43575", - "issue:43606", "issue:43643", + "issue:43646", "issue:43701", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -11141,254 +11036,252 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44079", - "issue:44188", "issue:44190", + "issue:44206", "issue:44442", "issue:44479", "issue:44496", "issue:44743", + "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", "issue:44964", + "issue:44977", "issue:44987", "issue:45137", "issue:45216", + "issue:45245", + "issue:45325", "issue:45440", "issue:45759", - "issue:45803", + "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506" + "issue:46506", + "issue:46697" ], "soft_pairs": [ - "issue:42490|issue:44743", - "issue:43720|issue:44442", - "issue:42175|issue:46234", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:43761|issue:45859", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", "issue:44077|issue:44479", "issue:43873|issue:44871", - "issue:27957|issue:29870", "issue:43493|issue:43827", "issue:44062|issue:45907", - "issue:43643|issue:44913", "issue:44964|issue:45440", + "issue:43643|issue:44913", "issue:43316|issue:45759", - "issue:43316|issue:43525", - "issue:25251|issue:28282", + "issue:45325|issue:46697", + "issue:44855|issue:45137", "issue:43749|issue:43931", "issue:44987|issue:46178", - "issue:44855|issue:45137", - "issue:42617|issue:43575", - "issue:43550|issue:43701", "issue:44190|issue:44496", - "issue:43575|issue:43742", - "issue:43761|issue:44079", "issue:43931|issue:45216", + "issue:42617|issue:43575", "issue:43701|issue:46506", - "issue:43606|issue:43701", - "issue:44442|issue:45803", - "issue:27957|issue:32090", - "issue:43232|issue:43388", - "issue:43761|issue:44188" + "issue:43550|issue:43701" ], - "prepared_review_unit_hash": "353a991ce33c3c18da465512177547ee9d0be80ad6654ad9ddabca6cbdc8be03", + "prepared_review_unit_hash": "9e6e0a0a507dc8600572d665c9e611775ae51bb595398fb53e9359ba59df7d19", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36282, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "soft_pair_count": 27, + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No single duplicate cluster emerges here: these issues span unrelated models, loading paths, generation bugs, training utilities, docs, and backend registration. All soft-edge pairs look like false positives rather than the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this set; the items are too heterogeneous and do not share one underlying code path.", + "summary": "This cluster is heterogeneous: the soft pairs span unrelated model, tokenizer, config, loading, and docs issues. I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected and there is no true canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43761 is the clearest standalone bug report: it is a concrete regression with a precise symptom and expected/actual behavior, making it the best representative issue if one must be chosen.", + "best_issue_reason": "No issue is a strong canonical for the cluster overall; if forced to pick a representative, issue:43873 has the most discussion and inbound references, but it is still not a duplicate target for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42490", - "right": "issue:44743", - "accept": false, - "reason": "Different problems: local-path import warning vs recurrent-state reset in Qwen3.5 cache handling." - }, - { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs tokenizer loading failure for FastSpeech2Conformer; unrelated code paths." + "reason": "Both touch model initialization, but one is a broad Transformers 5.0 custom-model breakage and the other is a patchtsmixer-specific post_init validation problem." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Backend packaging omission vs a missing import_utils availability helper; both import-related, but not the same bug." + "reason": "Different failures in different code paths: Qwen3.5 flash-attention generation vs a category-cardinality RuntimeError." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Optional post_init validation vs video-input regression in Qwen VL models; distinct model/config issues." + "reason": "Unrelated subsystems and symptoms: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/resolution handling." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; different failure modes." + "reason": "Recurrent-state cache reset and Whisper batch_decode skip_special_tokens are separate bugs in different components." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "FlashAttention2 support for XLM-Roberta vs BART generate decoder_attention_mask bug; unrelated." + "reason": "Different models and different issues: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipelines; model behavior vs documentation." + "reason": "Both audio-related, but one is a chat-template sampling-rate default and the other is an unsupported center arg in a feature extractor." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer AddedToken argument collision vs Hub API not forwarding revision; different layers and APIs." + "reason": "A local-path import warning is unrelated to the Qwen recurrent-state/cache regression." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Missing fields with trust_remote_code config loading vs GPTNeoX rotary_pct not persisting on reload; both config-related but different bugs." + "reason": "BitNet accelerate-loading packed-weight bug is unrelated to a FastSpeech2 tokenizer loading failure." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Phi-4 multimodal load failure vs DeepSeekV3 remote-implementation divergence; different models and code paths." + "reason": "Different model families and code paths: XLM-R Flash Attention 2 vs BART generate() decoder_attention_mask assignment." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Qwen composite-config unwrapping bug; similar theme, but not the same concrete issue." + "reason": "Backend packaging/install extras issue vs a missing import_utils helper; not the same bug." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig discrepancy vs Llama4Config missing pad_token_id; different config attributes and symptoms." + "reason": "Both are config API inconsistencies, but they affect different model configs and different missing fields." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Pipeline top_k nesting bug vs AutoModel/PyTorch missing-library ImportError; unrelated." + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch; both loading-related, but distinct concrete failures." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are distinct issues." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Transformers loading physical-intelligence/fast vs tensorflow_text backend mapping error; different subsystems." + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import vs DeepSpeed ZeRO3 deque underflow; unrelated runtime errors." + "reason": "AddedToken duplicate-special-arg error is unrelated to list_repo_files missing revision forwarding." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "3d_parallel.py execution failure vs tp-loading OOM for Qwen2-57B; both distributed, but not the same bug." + "reason": "Different model implementations and bugs: Phi-4 multimodal load failure vs DeepseekV3MoE divergence from remote code." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated training/runtime issues." + "reason": "Generic trust_remote_code field loss and a specific GPTNeoX rotary_pct reload regression are not the same defect." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Local dataset loading in image-classification script vs unrecognized-model config error for OLMo; different failure layers." + "reason": "Both involve composite config handling, but one is Gemma3TextConfig API inconsistency and the other is AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B vs key error loading MobileLLM-125M; different model-loading failures." + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment issue; both output-related, but different code paths." + "reason": "Python 3.13 script parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are completely different failures." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Shape mismatch loading Qwen3-VL vs incorrect save_pretrained checkpoint for Qwen3.5; load vs save, not the same bug." + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are separate loading problems." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." + "reason": "A model-loading regression for one repository is not the same as a BACKENDS_MAPPING tensorflow_text error." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs checkpoint resume key mismatch; unrelated." + "reason": "Local dataset loading in an image-classification script and unrecognized OLMo model config are unrelated." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "FastSpeech2Conformer tokenizer load failure vs Fuyu batch-feature exception handling bug; different components." + "reason": "Weight-shape mismatch on model load and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and different bugs." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "XLM-Roberta FlashAttention2 support vs Trainer _gpu_broadcast_one NoneType error; unrelated." + "reason": "General 3d_parallel execution failure and Qwen2-57B tensor-parallel OOM are not the same issue." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping tuple labels; different utilities and symptoms." + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output differences in PPDocLayoutV3 do not share the same root cause." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel branching divergence; separate model/runtime issues." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to resume_from_checkpoint key mapping." } ] }, @@ -11410,275 +11303,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:16998", "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42490", "issue:42907", - "issue:43065", + "issue:43232", "issue:43295", "issue:43316", - "issue:43352", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43540", - "issue:43572", + "issue:43575", + "issue:43606", "issue:43646", + "issue:43701", "issue:43716", + "issue:43742", + "issue:43761", "issue:43825", "issue:44077", + "issue:44079", "issue:44162", - "issue:44242", + "issue:44188", + "issue:44442", "issue:44464", "issue:44496", - "issue:44514", "issue:44521", "issue:44534", - "issue:44610", - "issue:44617", "issue:44792", "issue:44871", "issue:44913", - "issue:44977", - "issue:45381", - "issue:45542", "issue:45584", "issue:45698", "issue:45803", "issue:46050", - "issue:46178", "issue:46234", "issue:46291", "issue:46365", - "issue:46369", "issue:46421", - "issue:46640", "issue:46821", "issue:46829", - "issue:46894", "issue:46932", - "issue:47217" + "issue:47217", + "issue:47276" ], "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:43761|issue:44079", + "issue:42490|issue:47276", + "issue:43232|issue:43388", + "issue:25251|issue:28282", + "issue:43761|issue:44188", "issue:46829|issue:46932", "issue:43295|issue:44871", - "issue:44871|issue:45584", - "issue:43316|issue:43716", - "issue:43295|issue:43825", "issue:42907|issue:45698", "issue:16998|issue:22355", + "issue:43295|issue:43825", "issue:44521|issue:47217", + "issue:44871|issue:45584", + "issue:43316|issue:43716", "issue:46234|issue:46291", - "issue:44077|issue:44534", - "issue:43316|issue:46821", "issue:43646|issue:44913", + "issue:43316|issue:46821", + "issue:44077|issue:44534", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:44464|issue:46421", - "issue:43404|issue:43441", - "issue:43352|issue:46640", - "issue:44162|issue:44792", "issue:45803|issue:46365", - "issue:44242|issue:46894", - "issue:43540|issue:44514", - "issue:43065|issue:44617", - "issue:43572|issue:46178", - "issue:45381|issue:47217", - "issue:44792|issue:44977", - "issue:44610|issue:46369", - "issue:45542|issue:46234" + "issue:44162|issue:44792", + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "130cf0675033e91d5f078216948b0fee31d4c0f91bfcc76c2d759038a2df37d7", + "prepared_review_unit_hash": "9d61532eab2b46dc644b4632a2738f83fd8d1a28e144289f5e6d841e69458e8d", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 34986, - "estimated_input_tokens": 8747, - "estimated_eval_tokens": 17750 + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it contains many unrelated issues that only share broad themes like serialization, multimodal processing, or Transformers v5 regressions. No soft edge looks safe to merge.", + "summary": "These issues are broadly Transformers-related but do not look like one duplicate family; they span unrelated loading, generation, config, multimodal, and training bugs. No soft pair is a true duplicate candidate.", "confidence": 0.96, - "canonical_issue_reason": "Issue #45698 is the best anchor only because it is a concrete, broadly relevant save/load regression with substantial discussion; however, the cluster as a whole does not form a single duplicate family.", + "canonical_issue_reason": "Issue 44521 is the strongest standalone anchor: it has the richest discussion and inbound references, and it is a concrete multimodal apply_chat_template regression. That said, the set is heterogeneous, so there is no real canonical duplicate issue for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45698 is the most generally useful representative issue due to its clear reproduction, high discussion activity, and broad impact on save_pretrained/from_pretrained flows.", + "best_issue_reason": "Issue 44521 is the best single issue to keep as a representative report because it is well-scoped, actively discussed, and actionable. It still does not subsume the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Different bugs: hidden_states packaging for VideoPrism vs quantized vision/audio dtype casting in Gemma4." + "reason": "Different bugs: tokenizer/model loading failure vs bare except swallowing errors in Fuyu tensor conversion." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Different regression classes: processor.tokenizer/image routing vs eos_token_id mismatch in Gemma-3." + "reason": "Both are loading problems, but one is an OOM in tensor-parallel Qwen loading and the other is a KeyError for a specific MobileLLM model." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Unrelated model configs: Gemma eos_token settings vs Whisper empty transcription after special-token alignment." + "reason": "Unrelated: FlashAttention support issue for XLM-R vs Trainer broadcast failing on NoneType." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "CPU offload device mismatch is not the same as resume_from_checkpoint key mismatch." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "One is a custom-model processor regression; the other is a pipeline error-message/task-support issue." + "reason": "One is CLIPVisionModel dropping hidden_states; the other is generic ModelOutput key assignment behavior." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:42490", + "right": "issue:47276", "accept": false, - "reason": "Both involve save/load paths, but one is dequantized Ministral/Devstral saving and the other is custom module resolution after reload." + "reason": "Both mention warnings, but they are different warnings about different code paths and behaviors." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Completely different problems: model_max_length question vs missing transformers.onnx import." + "reason": "Generation kwargs after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both are VL/multimodal, but one is assistant mask generation and the other is image placeholder handling in user text." + "reason": "Pipeline top_k output nesting is unrelated to AutoModel missing PyTorch import." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Different import failures: missing falcon mamba availability helper vs kernels package version/revision requirement." + "reason": "Different regressions: CLIPVision hidden_states output vs attention kernel divergence under torch.compile." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init validation vs junk-filled non-persistent buffers." + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:43316", - "right": "issue:46821", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Different APIs and subsystems: Gemma3TextConfig discrepancy vs TimesFM window_size attribute error." + "reason": "Processor/tokenizer image handling regression is not the same bug as an eos_token_id config mismatch." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "General v5 initialization breakage vs a specific GPTNeoXConfig rotary_pct reload bug." + "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both affect model loading, but one is gguf_file support and the other is unrecognized model_type in config.json." + "reason": "A model_max_length question is unrelated to missing the transformers.onnx module." }, { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Different serialization bugs: eos_token_id inconsistency vs sinq quantization save/load breakage." + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model regression with processor/tokenizer access is different from a pipeline error-message wording issue." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Related to chunked generation/cache, but one is output inconsistency and the other is spurious recompilation from lazy cache init." + "reason": "Both are multimodal, but one is assistant mask generation and the other is failure when the image placeholder appears in user text." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Different concrete failures: untied lm_head weights vs FlashAttention support error in Ministral-3." + "reason": "Gemma eos_token_id inconsistency is not the same underlying bug as Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Too broad to merge: a specific model lacking FA2 support vs a generic open Flash Attention 2 issue." + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "No shared bug path: ESM2 workflow breakage vs a janus image-generation test failure." + "reason": "Missing import_utils helper and kernels import failure are distinct import-time issues." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Different failure modes: broad exception handling in Fuyu batching vs Trainer import conflict with datasets." + "reason": "Transformers 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload behavior." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43316", + "right": "issue:46821", "accept": false, - "reason": "Distinct MoE training bugs: missing load-balancing loss vs a double-shift training-loss issue." + "reason": "Config API mismatch and TimesFM window_size AttributeError are different bugs." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat-template padding." + "reason": "Optional post_init validation is not the same as non-persistent buffers being filled with junk." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Different Sam3 problems: dummy Conv2d implementation vs CUDA OOM in Sam3Video." + "reason": "gguf_file loading breaks a specific from_pretrained path; missing model_type is a different model-config validation failure." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Unrelated config/backend issues: missing pad_token_idx vs tensorflow_text backend mapping error." + "reason": "Both touch load/save or config state, but the concrete bugs are different: eos_token_id mismatch vs quantized save/load breakage." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Different VL bugs: qwen2.5-vl vision_position_ids for video input vs image placeholder placement in user text." + "reason": "Chunked generation inconsistency under compiled forward is not the same as cache lazy initialization causing recompilation." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "No same underlying bug: janus test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Bare except in Fuyu conversion is unrelated to Trainer import failure due to datasets." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Different resource/shape issues: OmDet-Turbo input-size mismatch vs Sam3-litetext memory overflow." + "reason": "ESM2 breakage and a janus model generate-images test failure are unrelated model-specific issues." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Completely different areas: TensorBoard/TensorFlow backend detection vs missing falcon mamba import utility." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from Ministral FlashAttention failure." } ] }, @@ -11700,262 +11594,269 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:25251", - "issue:27957", - "issue:29870", "issue:35141", "issue:41950", "issue:42490", + "issue:43065", + "issue:43352", "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", + "issue:43540", + "issue:43572", "issue:43650", "issue:43673", "issue:43688", - "issue:43827", - "issue:43931", - "issue:43994", - "issue:44060", "issue:44190", + "issue:44242", "issue:44479", + "issue:44514", "issue:44534", - "issue:44734", + "issue:44610", + "issue:44617", "issue:44743", "issue:44792", "issue:44855", - "issue:44869", "issue:44913", "issue:44964", - "issue:45072", + "issue:44977", "issue:45127", "issue:45200", - "issue:45245", - "issue:45406", + "issue:45381", + "issue:45405", + "issue:45542", "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:45803", - "issue:46082", "issue:46170", + "issue:46178", "issue:46202", + "issue:46234", + "issue:46369", "issue:46424", + "issue:46640", "issue:46693", - "issue:46697", - "issue:46832", - "issue:46858", - "issue:46932", + "issue:46894", "issue:47217" ], "soft_pairs": [ + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44610|issue:46369", "issue:45632|issue:46424", "issue:43504|issue:45698", - "issue:44479|issue:47217", - "issue:44534|issue:44913", + "issue:44792|issue:44977", "issue:44792|issue:45600", - "issue:43525|issue:43531", "issue:45803|issue:46170", - "issue:25251|issue:27957", - "issue:46082|issue:46697", - "issue:45127|issue:45200", "issue:43650|issue:46202", + "issue:43352|issue:46640", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", "issue:35141|issue:42490", - "issue:43931|issue:44060", - "issue:46693|issue:47217", - "issue:43388|issue:43688", "issue:41950|issue:43475", + "issue:46693|issue:47217", "issue:43673|issue:44743", "issue:44190|issue:44964", + "issue:43388|issue:43688", "issue:44855|issue:45588", - "issue:43827|issue:43994", - "issue:45245|issue:46858", - "issue:29870|issue:35141", - "issue:44869|issue:46832", - "issue:44734|issue:45406", - "issue:45072|issue:46932" + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "c75556be76762879b67bc87981284de138a5719a7320b9d7ec72ce889fe1cfcd", + "prepared_review_unit_hash": "07788661a4f95ec9f960fab5067ea805f0d7086df4de4f79f994555b82bc5ba3", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35560, - "estimated_input_tokens": 8890, - "estimated_eval_tokens": 18036 + "soft_pair_count": 26, + "serialized_chars": 35416, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated closed issues across many subsystems; none of the soft pairs look like the same underlying bug, and there are no PRs to compare.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, vision, cache, and docs, and none of the soft pairs describe the same underlying defect.", + "summary": "The cluster is highly heterogeneous: the soft pairs mostly share only superficial modality/version wording, not the same concrete bug or code path. I would not merge any of the candidate pairs, and there is no single meaningful canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone report if one anchor is needed: it is concrete, reproducible, and has the most discussion/inbound references among the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "Different bugs: one is a trust_remote_code cache-path collision for local models, the other is about max_cache_length only applying to Quantized Cache." + "reason": "Different failures: MoE load-balancing loss gating vs a training-loss double-shift bug in another model family." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both concern model loading, but the failures are different: legacy field handling for BEiT semantic segmentation vs wrong custom module resolution after save_pretrained." + "reason": "Both involve SAM 3, but one is about a dummy Conv2d placeholder and the other is a CUDA OOM in video inference." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Different VL regressions: one is a v5.3.0 video-input issue for specific models, the other is failure when the image placeholder appears in user text." + "reason": "Different pipeline bugs: Qwen3OmniMoe video processing error vs Qwen2_5_VL batched chat-template crash." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Unrelated problems: junk-filled non-persistent buffers versus GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Unrelated areas: a missing StableLm config field vs a backend-mapping error for tensorflow_text." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45381", + "right": "issue:47217", "accept": false, - "reason": "A test failure for janus image generation is not the same as CI breakage from stale auto_mappings entries referencing removed configs." + "reason": "Both are VL-input bugs, but one is about video position ids and the other about image placeholders inside user text." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Different model config issues: missing pad_token_id on Llama4Config versus a sliding_window bug in Qwen3-MoE." + "reason": "Different import/backend issues with no shared code path." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Separate failures: a bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency handling." + "reason": "Different vision-model problems: processor image size mismatch vs SAM 3 LiteText memory overflow." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "These are unrelated: pipeline top_k changing output nesting is a data-shape bug, while the other is an XLMRoberta Flash Attention 2 model issue." + "reason": "Both mention cache, but one is a path-collision bug and the other is cache-length behavior." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Different code paths and symptoms: LlamaConfig head_dim validation versus Swin2SR image over-padding." + "reason": "Both are loading-related, but the root causes differ: legacy preset field vs wrong custom module resolution after save/load." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Both involve model behavior changes, but one is LoRA merge collapse with tied embeddings and the other is Gemma 4 mm_token_type_ids defaulting for text-only tuning." + "reason": "Different generation failures in different models; no shared concrete bug." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "No shared underlying defect: the first is a nonspecific/low-signal issue title, while the second is a Gemma pipeline roundtrip failure on a specific token character." + "reason": "A failing janus test case is not the same as stale auto-mapping references to removed configs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Distinct bugs: post_init reinitializing resized embeddings versus an import warning caused by a trailing slash in a local model path." + "reason": "Different error-handling/import issues in unrelated code paths." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Different model-loading issues: Qwen3-VL weight-shape mismatch versus an incorrect tied-weights warning in Qwen3-Next." + "reason": "One is an empty/placeholder issue title and the other is a Gemma token roundtrip bug." }, { - "left": "issue:46693", + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "The second issue is too vague to treat as the same concrete Flash Attention 2 support bug." + }, + { + "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "A long-context FA2 performance regression is unrelated to VL failures caused by image placeholder placement in user text." + "reason": "Related VL surface area, but one is a video-input regression across Qwen variants and the other is an image-placeholder placement bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different training-time problems: gather_for_metrics dropping tuple labels versus incorrect auxiliary-loss normalization." + "reason": "Different model/config problems: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "These are different model issues: video-classification pipeline processor selection versus a missing Sam3VisionEncoderOutput attribute." + "reason": "Both are configuration/serialization regressions, but they affect different fields and mechanisms." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Both touch cache/state, but they are not the same bug: chunked_prefill cache handling in v5.0.0 versus recurrent states resetting in modular_qwen3_5." + "reason": "Distinct issues: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Different failures: a local dataset loading script issue versus loading microsoft/Phi-4-multimodal-instruct with latest transformers." + "reason": "Embedding reinit on resize is unrelated to the trailing-slash local-model import warning." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "An import-time IndentationError in DebertaV2Model is unrelated to the flash_attention crash on s_aux=None." + "reason": "Video-classification processor selection and Sam3Video encoder output attributes are different bugs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "The first is a docs staleness issue after pipeline removals; the second is a runtime quality/correctness problem with Siglip2 under AutoModel/pipeline." + "reason": "FA2 long-context performance regression is unrelated to VL placeholder handling." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Unrelated bugs: a category-count limit error versus cache.get_seq_length returning a device tensor that breaks slice arithmetic under torch.compile." + "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset logic." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Different defects in different areas: Bart generate decoder_attention_mask assignment versus embedding reinitialization after resize." + "reason": "Different loading failures in different scripts/models." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Whisper timestamp decoding on a trailing replacement character has nothing in common with RT-DETR feature-level count/type errors." + "reason": "Distributed metric gathering bug vs auxiliary-loss normalization bug; no shared code path." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different components: serve KV-cache continuation indexing bug versus Gemma4Processor missing _tokenizer." + "reason": "Python parsing/import failure in DebertaV2Model is unrelated to flash_attention.py crashing on sink-less models." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Both mention dtype issues, but they affect different models/components and are not the same concrete bug; one is CI inference mismatches, the other is Gemma4 quantized vision/audio casting." + "reason": "A failed test case and a version-pin mismatch are unrelated." } ] }, @@ -11977,299 +11878,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:25251", + "issue:27957", "issue:29870", + "issue:35141", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", - "issue:43526", - "issue:43540", "issue:43550", - "issue:43643", "issue:43644", - "issue:43673", + "issue:43827", "issue:43854", - "issue:44077", + "issue:43931", + "issue:43994", + "issue:44060", "issue:44190", "issue:44242", - "issue:44464", "issue:44479", - "issue:44496", "issue:44610", "issue:44617", "issue:44734", - "issue:44779", "issue:44792", "issue:44855", - "issue:44877", + "issue:44869", "issue:44913", "issue:44933", - "issue:45127", + "issue:45072", "issue:45245", "issue:45276", - "issue:45357", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", "issue:45632", + "issue:46082", "issue:46369", - "issue:46421", - "issue:46489", "issue:46617", "issue:46655", "issue:46697", + "issue:46832", + "issue:46858", "issue:46897", + "issue:46932", "issue:47013" ], "soft_pairs": [ + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43827|issue:43994", "issue:43644|issue:44913", + "issue:44869|issue:46832", + "issue:44734|issue:45406", + "issue:45632|issue:46617", "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:46082|issue:46697", "issue:44617|issue:45584", - "issue:44077|issue:44877", - "issue:45588|issue:47013", - "issue:45632|issue:46617", - "issue:41720|issue:45245", + "issue:43931|issue:44060", "issue:44242|issue:46897", "issue:45563|issue:45584", - "issue:43550|issue:44190", + "issue:41720|issue:45245", "issue:45381|issue:46369", - "issue:25251|issue:29870", - "issue:43854|issue:44792", + "issue:43550|issue:44190", "issue:44933|issue:45362", "issue:43335|issue:44190", - "issue:44479|issue:44734", + "issue:43854|issue:44792", "issue:43065|issue:44610", "issue:45381|issue:46655", - "issue:43295|issue:45276", - "issue:39692|issue:44190", "issue:44617|issue:46369", - "issue:43526|issue:46697", - "issue:45127|issue:45357", - "issue:44779|issue:46489", - "issue:44464|issue:45563", - "issue:43673|issue:46421", - "issue:45276|issue:45584", - "issue:43540|issue:44734", - "issue:43643|issue:44496" + "issue:44479|issue:44734", + "issue:43295|issue:45276", + "issue:45588|issue:47013", + "issue:39692|issue:44190" ], - "prepared_review_unit_hash": "eb616fc9a74fdc53aa70b843f2e6a88b4ba5ef3d91cb15c212cbc8ce33f60e74", + "prepared_review_unit_hash": "6d5d2cffdbaf0bb3b36dc3c0f0f199960d3c9a56a7c77e9d168b8c8b0a88e554", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35968, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "soft_pair_count": 28, + "serialized_chars": 35776, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Nearly all candidate pairs are unrelated regressions across different subsystems/models. The only plausible duplicate-like pair is the DeepSeek tokenizer regression/fix-gap pair.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44779 is the best anchor: it reports the original DeepSeek tokenizer regression in v5 versus v4, and issue:46489 reads like a follow-up gap in the earlier fix rather than a separate bug.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest representative issue overall: concrete repro, clear version regression, and it matches the only accepted soft-duplicate pair.", - "best_pr_reason": null, + "summary": "The set is heterogeneous and issue-only. None of the soft pairs are true duplicates. If a representative is needed, #43644 is the broadest framework-level regression.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate anchor fits the whole set; most items are unrelated model-, docs-, or processor-specific bugs.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue #43644 is the broadest, most reusable representative: a framework-level regression with inbound attention and cross-model impact.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Both are config/serialization problems, but one is about non-persistent buffers in v5.0.0 and the other is rotary_pct not persisting on GPTNeoX reload; different code paths and symptoms." + "reason": "Different bugs: BART generate() decoder_attention_mask handling vs token-embedding resize/post_init reinitialization." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 IndentationError in DebertaV2Model import are unrelated." + "reason": "Both involve dtype issues, but one is bfloat16 inference mismatch and the other is Gemma4 quantized embedder casting." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure after align_special_tokens are different model paths and failure modes." + "reason": "Unrelated failures: category-count limit vs cache sequence-length tensor arithmetic on non-CUDA backends." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Both mention config-related behavior, but one is about optional post_init in patchtsmixer and the other is strict config loading for granite_speech; not the same bug." + "reason": "Docs reference cleanup is not the same as a SigLIP2 runtime correctness bug in AutoModel/pipeline." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "A flash-attention AttributeError on s_aux=None is unrelated to xLSTM unpacking bare tensors when return_last_states=False." + "reason": "Different config/runtime problems: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; too different to merge." + "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are unrelated code paths." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and a categories > 2^24 RuntimeError are unrelated." + "reason": "Serve KV-cache indexing crash is separate from Gemma4Processor missing _tokenizer." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "Load-balancing loss omission when output_router_logits=False is unrelated to the Florence2 double-shift training-loss bug." + "reason": "Both touch trust_remote_code cache handling, but one is leaf-directory path collision and the other is FileNotFoundError on cache load." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "A stale num_return_sequences warning in paged generate is unrelated to Whisper empty transcription handling." + "reason": "Sparse-layer config creation and Python 3.13 JIT parse/IndentationError are unrelated." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and local dataset loading in an image-classification script are unrelated." + "reason": "Pipeline top_k nesting bug has nothing to do with XLMRoberta Flash Attention 2 support." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL video vision_position_ids regression and Sam3-litetext memory overflow are different bugs." + "reason": "Llama head_dim validation and Swin2SR over-padding are different components and failure modes." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Pipeline top_k nesting change and Bart generate() UnboundLocalError are unrelated generation bugs." + "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are distinct model/test issues." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different bugs in different model families." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashing." + "reason": "MoE load-balancing loss omission is not the same as Florence2's double-shift training-loss bug." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "SwitchTransformers sparse-layer config and the local dataset loading script failure do not share an underlying bug." + "reason": "A stale warning for num_return_sequences is unrelated to Whisper's empty-transcription crash." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Video-input regression in multiple Qwen VL models and a serve/KV-cache tensor-indexing crash are different code paths." + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are unrelated." + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow do not share the same code path." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Both concern video preprocessing, but the specific bugs differ: wrong vision_position_ids versus incorrect padding calculation in a different model." + "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the image-classification script." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "processor.tokenizer regression and gemma4 resize_token_embeddings not updating tied embeddings are separate API bugs." + "reason": "A nonexistent import from image_utils is not the same as a Qwen3.5 chat crash." }, { - "left": "issue:39692", + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors and a local dataset loading failure are unrelated." + "reason": "Sparse-layer config creation and local dataset loading are unrelated." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Both mention memory problems in Sam3 variants, but one is OOM in video inference and the other is memory overflow in litetext; not the same concrete bug." + "reason": "Unit-test model loading failure and Janus image-generation test failure are different issues." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "BEiT label reduction returning one label and Swin2SR over-padding images are different image-processor bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model size mismatch." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary and Qwen3.5 save_pretrained visual-key regression are unrelated model-save/merge issues." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5+; issue:46489 explicitly describes a remaining gap in PR #44801's fix rather than a separate problem." + "reason": "Both are video-related, but qwen2.5-vl position IDs and SmolVLM padding calculation are different bugs." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Chunked generation inconsistencies with compiled forward and a stale warning for num_return_sequences are different generation-layer issues." + "reason": "Same model family, but separate memory issues in different paths; not the same concrete bug." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and cache lazy initialization causing recompilation are related only at a high level, but not the same concrete bug." + "reason": "A video-input regression in Qwen VL models is unrelated to serve KV-cache continuation indexing." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are unrelated." + "reason": "Processor.tokenizer regression and resize_token_embeddings/output_embeddings behavior are distinct issues." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing crash are distinct failures." + "reason": "flash_attention s_aux handling and xLSTM state unpacking are different interface bugs." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model/config missing model_type are different configuration-loading issues." + "reason": "SigLIP2 docs/quantization errors are unrelated to loading a local dataset with the training script." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge decisions. The accepted DeepSeek pair is well supported by the issue titles, and the rejection reasons generally reflect clear subsystem/symptom mismatches without overclaiming. No mergeability concerns apply here because these are issue pairs, not PR pairs." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12284,297 +12175,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:25251", "issue:27957", + "issue:29870", "issue:32090", "issue:35141", "issue:36246", "issue:38617", "issue:41628", - "issue:41950", "issue:42175", "issue:42796", - "issue:43295", "issue:43404", + "issue:43526", "issue:43531", - "issue:43582", + "issue:43540", + "issue:43643", "issue:43673", "issue:43854", - "issue:43976", - "issue:44016", "issue:44112", "issue:44246", "issue:44279", - "issue:44295", "issue:44462", "issue:44496", "issue:44521", + "issue:44734", "issue:44737", + "issue:44779", "issue:44938", "issue:44964", - "issue:44987", "issue:45003", - "issue:45042", - "issue:45083", + "issue:45127", "issue:45216", + "issue:45276", "issue:45290", - "issue:45335", + "issue:45357", "issue:45381", "issue:45542", + "issue:45584", "issue:45600", "issue:45632", - "issue:45759", "issue:45803", "issue:45907", "issue:46234", - "issue:46424", - "issue:46506", + "issue:46421", + "issue:46489", + "issue:46697", "issue:46752", "issue:46858", - "issue:46932", "issue:47217" ], "soft_pairs": [ - "issue:44112|issue:45600", + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:45276|issue:45584", + "issue:44779|issue:46489", + "issue:43540|issue:44734", "issue:44462|issue:45907", - "issue:43854|issue:44964", "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", "issue:44521|issue:45381", - "issue:43673|issue:46858", - "issue:44246|issue:45003", - "issue:44737|issue:45803", + "issue:43643|issue:44496", + "issue:43854|issue:44964", "issue:27957|issue:35141", - "issue:42175|issue:44279", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:43526|issue:46697", "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:43673|issue:46858", "issue:44112|issue:44964", - "issue:44938|issue:45542", + "issue:42175|issue:44279", + "issue:44496|issue:47217", "issue:42796|issue:44521", "issue:32090|issue:35141", - "issue:44496|issue:47217", - "issue:43404|issue:45216", "issue:45632|issue:46234", - "issue:43531|issue:45600", "issue:36246|issue:41628", + "issue:43404|issue:45216", "issue:36246|issue:38617", - "issue:44496|issue:45042", - "issue:43295|issue:45335", - "issue:41950|issue:44016", - "issue:44295|issue:46506", - "issue:45083|issue:46506", - "issue:43976|issue:44987", - "issue:43673|issue:46424", - "issue:44496|issue:45759", - "issue:43582|issue:46932" + "issue:43531|issue:45600" ], - "prepared_review_unit_hash": "cb09373565876e3d11fe72ab6fbe4e121185f3c92d72cdadd8563b6b812a84dd", + "prepared_review_unit_hash": "3d91c5839d0586358743d393e63cf90581a89818fbcb41dba874fdf55187276a", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 29, + "serialized_chars": 36776, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidates are mostly unrelated issue reports, so I would not merge any of the soft pairs; they share superficial subsystem keywords but not the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44521 is the best anchor for this mixed set: it is a concrete, reproducible user-facing bug with broader multimodal impact and active discussion.", + "summary": "These issues are broadly unrelated; the soft-similarity pairs mostly share only a subsystem or keyword, not the same underlying bug or change. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate canonical stands out across this heterogeneous set; if one issue must be used as an anchor, issue:44521 is the clearest concrete, reproducible bug report with active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the clearest and most actionable bug report among the candidates, making it the strongest global issue choice.", + "best_issue_reason": "issue:44521 is a strong representative because it describes a specific multimodal apply_chat_template failure, includes clear symptoms, and has active references/discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Different CI failures in different areas; same broad word \"CI\" only." + "reason": "Both involve cache/chunked prefill, but one is a missing cache during v5.0.0 chunked_prefill and the other is spurious recompilation from lazy cache init; different bugs." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "One is tokenizer.json loading, the other is Hub revision forwarding; unrelated code paths." + "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA + extended vocab collapse/tied embeddings and the other is incorrect visual encoder keys; not the same failure." }, { - "left": "issue:43854", - "right": "issue:44964", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Both are model-loading problems, but for different models and different failure modes." + "reason": "Different models and code paths: Gemma4 embedding resizing vs Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Same API surface, but one is tool-call/no-content handling and the other is empty-list IndexError." + "reason": "Both are DeepSeek tokenizer regressions, but the reports target different variants and different failure descriptions; too broad to treat as one bug." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Different multimodal bugs: assistant mask generation vs wrong vision_position_ids." + "reason": "Qwen3OmniMoe video input validation error vs transformers serve KV-cache continuation indexing bug; unrelated concrete failures." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Both involve cache/prefill, but one is missing cache in chunked prefill and the other is static-cache slice arithmetic." + "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; different APIs and problems." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are not the same concrete bug." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; distinct edge cases." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "XLNet device placement bug vs Fuyu exception handling bug; unrelated." + "reason": "Pipeline top_k nesting issue vs Bart generate UnboundLocalError; no shared underlying bug." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Flash Attention integration and embedding reinitialization are separate problems." + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings entry for removed Sam3LiteText configs; unrelated maintenance issues." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Packaging/backend extras issue vs a generic dependency issue; too broad to be the same bug." + "reason": "Both are multimodal/template-related, but one is all-zero assistant masks and the other is incorrect vision_position_ids for Qwen2.5-VL video input; different bugs." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Model loading failure and removed auto_mappings references are distinct issues." + "reason": "AutoConfig trust_remote_code missing fields vs unrecognized model/config lacking model_type; similar surface area but different root causes." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model/CI failure contexts with no shared code path." + "reason": "Different model-loading failures for different checkpoints; not the same model or code path." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Python-version import failure vs missing TensorFlow backend from install extras." + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize_token_embeddings; unrelated." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask computation." + "reason": "Python 3.14 import failure vs backend selection with tensorboard/TensorFlow install; different environment problems." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Trainer broadcast TypeError and tied-embedding reinit are unrelated." + "reason": "Import-time slowness vs unsafe sys.modules access; one is performance, the other is a correctness/safety bug." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Generic model config import error vs VL placeholder handling in text; not the same bug." + "reason": "BeitImageProcessorFast label reduction bug vs Swin2SR over-padding; different image-processing behaviors." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Different models and different save/load semantics; only both concern weights/checkpoints." + "reason": "Phi-4 multimodal load failure vs auto_mappings stale config references; unrelated." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Cache-path collision for remote code is unrelated to a missing import_utils helper." + "reason": "XLNet CPU tensor allocation bug vs bare except swallowing KeyboardInterrupt in Fuyu; completely different issues." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to CI breakage from removed configs." + "reason": "Both cache-related, but one is missing cache in chunked_prefill and the other is device-tensor seq_length breaking arithmetic in static cache; distinct bugs." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Different missing imports in different places; both are import errors but not the same one." + "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal loading issue; no overlap beyond being test/runtime failures." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Separate missing-symbol regressions with no shared concrete cause." + "reason": "Dependency packaging complaint about torch extra omitting TensorFlow vs a generic dependency issue; not the same concrete problem." }, { "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Model config resolution and image-processor torchvision dependency are different bugs." - }, - { - "left": "issue:43295", - "right": "issue:45335", + "right": "issue:47217", "accept": false, - "reason": "Regression in processor/tokenizer access vs incorrect resize_token_embeddings propagation." + "reason": "Model config loading failure vs VL placeholder-in-user-text handling bug; different code paths and symptoms." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Pipeline processor lookup bug vs notebook syntax error." + "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; unrelated tokenizer vs chat-template bugs." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Buffer reading/position_ids bug vs CPU/CUDA result divergence; not the same issue." + "reason": "GPU broadcast NoneType error in Trainer vs embedding reinitialization after resize; different subsystems." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + "reason": "trust_remote_code cache-path collision vs missing import_utils helper; unrelated import/cache issues." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Python compatibility issue vs a specific model load failure on newer transformers." + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing AutoImageProcessor import; both import errors but not the same missing symbol or cause." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Different cache-related bugs: missing cache object vs cache length honoring." + "reason": "Weight-tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; different models and failure modes." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Unrecognized model/config import error vs composite-config unwrapping in from_config." + "reason": "Unrelated missing imports from different modules/packages." }, { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Apple Silicon TypeError and Gemma4 dtype casting are unrelated." + "reason": "Qwen3-MoE sliding_window issue vs stale auto_mappings config references; different areas and bugs." } ] }, @@ -12596,11 +12480,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:39692", "issue:41950", - "issue:42796", "issue:42907", "issue:43295", "issue:43299", @@ -12608,7 +12490,7 @@ "issue:43441", "issue:43479", "issue:43526", - "issue:43577", + "issue:43582", "issue:43650", "issue:43673", "issue:43824", @@ -12618,6 +12500,7 @@ "issue:44062", "issue:44220", "issue:44279", + "issue:44295", "issue:44327", "issue:44336", "issue:44496", @@ -12625,260 +12508,276 @@ "issue:44779", "issue:44792", "issue:44933", - "issue:45020", + "issue:44987", + "issue:45042", + "issue:45083", "issue:45216", "issue:45335", "issue:45375", - "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", - "issue:45812", "issue:46082", "issue:46121", "issue:46123", "issue:46369", "issue:46424", + "issue:46506", "issue:46515", "issue:46614", "issue:46752", + "issue:46932", "issue:47085", "issue:47217" ], "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", "issue:46082|issue:46121", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43673|issue:44336", "issue:43526|issue:43901", + "issue:43582|issue:46932", + "issue:43901|issue:44496", "issue:44683|issue:45446", - "issue:43673|issue:44336", "issue:44016|issue:44220", "issue:43381|issue:45593", - "issue:44327|issue:46752", - "issue:43650|issue:44220", "issue:42907|issue:43441", + "issue:43650|issue:44220", "issue:44016|issue:44062", - "issue:44279|issue:46515", "issue:44792|issue:46424", - "issue:43441|issue:45588", "issue:43976|issue:44279", - "issue:45335|issue:45584", + "issue:43441|issue:45588", + "issue:44279|issue:46515", "issue:43824|issue:44933", "issue:43479|issue:45375", - "issue:43901|issue:44496", - "issue:43901|issue:47217", + "issue:45335|issue:45584", "issue:43299|issue:45216", + "issue:43901|issue:47217", "issue:46614|issue:47085", - "issue:44279|issue:45405", - "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:46123|issue:46369", - "issue:41950|issue:45020", - "issue:42796|issue:43650", - "issue:43577|issue:45216", - "issue:44779|issue:45812" + "issue:44327|issue:46752", + "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "abd8c48cec9c8e3b3b80c5b2153ff2bbe6dd8068ff1bf0cf6f0e66cec566984d", + "prepared_review_unit_hash": "5e029261f11c6294cb36d423a9c7d3316eb29c29b4f79bed2d0286bab57c6b15", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35716, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36844, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes unrelated bugs across tokenizers, configs, pipelines, docs, and model-specific regressions. I would not merge any of the soft pairs.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizers, flex_attention, cache, vision models) but not the same concrete bug or fix. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated bugs across pipelines, configs, caches, tokenizers, notebooks, and model families.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, 'Recent transformers versions break models using `remote_code`' is the broadest umbrella, but it is still too generic and not a real duplicate target for the rest of the items.", + "best_issue_reason": "issue:45042 is the strongest standalone issue in the set: it is concrete, well-scoped, and clearly describes a reproducible regression in PIL-backed image processors requiring torchvision.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: one is about reading position_ids after buffer registration, the other about CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve model APIs, but the failures are unrelated: processor.tokenizer/image handling vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." + }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both involve config/validation code, but one is about explicit `head_dim` rejection in LlamaConfig and the other is a JSON-list type error in rope validation; different bug paths." + "reason": "One is LlamaConfig head_dim validation; the other is rope-validation list handling. Same general area, different code paths." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "BeitImageProcessorFast `reduce_labels` and TextClassificationPipeline `return_all_scores` are unrelated components and symptoms." + "reason": "Importing an unrecognized model and PIL image processors incorrectly requiring torchvision are distinct issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "These affect different subsystems: qwen3_omni_moe feature-length computation vs PPDocLayoutV3 CPU/CUDA differences." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache handling while the other is max_cache_length behavior for Quantized Cache only." + }, + { + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Both touch flex_attention/PyTorch versioning, but one is a compiled flex_attention failure on torch>=2.9 and the other is a wrong version guard for AuxRequest import; not the same concrete bug." + "reason": "Python version compatibility and loading a specific model are unrelated problems." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache/chunked_prefill and ANSI output formatting are entirely separate issues." + "reason": "Chunked prefill cache missing and ANSI codes in loading_report are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are unrelated." + "reason": "reduce_labels in BeitImageProcessorFast is unrelated to TextClassificationPipeline documentation drift." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different model/training concerns." + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "QA span decoding top-k bounds and empty chat-template input are unrelated failure modes." + "reason": "Documentation mismatch for return_all_scores is unrelated to model import failure." }, { - "left": "issue:43650", + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect import version check for AuxRequest." + }, + { + "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "One title is a placeholder/garbage issue, the other is an audio feature extraction bug; no overlap." + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral models, but one is saving dequantized checkpoints and the other is FlashAttention loading/runtime failure; different code paths." + "reason": "Both mention Ministral, but one is save_pretrained for dequantized models and the other is FlashAttention failure." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error versus tokenizer `AddedToken` argument collision are unrelated." + "reason": "An empty/unclear issue and a feature-extraction bug are unrelated." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and describe different breakages." + "reason": "Notebook syntax error vs AddedToken special-argument TypeError are unrelated." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure and cache max length behavior are different problems." + "reason": "Janus image-generation test failure is unrelated to cache length semantics." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both involve flash attention, but one is a Ministral-specific failure and the other is an `s_aux=None` crash in sink-less models; not the same concrete bug." + "reason": "Python-version incompatibility and a generic dependency issue are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Python version support regression and a generic dependency issue are not duplicates." + "reason": "Both involve flash_attention, but one is model-specific and the other is an s_aux=None crash in the integration layer; not the same fix." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "T5Gemma token embedding resizing and Whisper empty-transcription generation are unrelated." + "reason": "A general dependency issue is unrelated to torch 2.4.1 incompatibility." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2.5-VL import and non-existent `image_utils` import are different import/export issues." + "reason": "Different import errors for different symbols; not the same missing export." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config bugs, but they affect different models and different fields/defaulting logic." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Pipeline docs drift and model auto-detection/config errors are unrelated." + "reason": "Both concern config handling, but they affect different model configs and different missing/default fields." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Docs for text classification and VL placeholder handling are unrelated." + "reason": "Resize-token-embeddings behavior is unrelated to empty transcription handling after align_special_tokens." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "One is a loading regression for Qwen3VL MoE models, the other is a save_pretrained regression for Qwen3.5; different directions and symptoms." - }, - { - "left": "issue:46614", - "right": "issue:47085", - "accept": false, - "reason": "Stale phonemizer language backend and tokenizer thread-safety are distinct tokenizer issues." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Dependency problems, but one is a generic transformers dependency issue and the other is an unreleased PEFT minimum version bump." + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different directions and different bugs." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Custom processor/tokenizer API regression with images and DeepSeek tokenization correctness are separate tokenizer-related bugs." + "reason": "Docs around return_all_scores are unrelated to VL image-placeholder parsing failures." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:46614", + "right": "issue:47085", "accept": false, - "reason": "SigLIP2 docs example errors and text-classification docs drift are both documentation issues but about different examples and failures." + "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline dropping partial batch results and sam3-litetext memory overflow are unrelated." + "reason": "MaskGenerationPipeline final-batch dropping and SAM memory overflow are unrelated." }, { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification pipeline processor selection and remote_code breakage are different subsystems and failures." - }, - { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and a placeholder issue title are not the same bug." + "reason": "Both are boundary-condition crashes, but in different APIs and different failure modes; not the same underlying bug." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated model-specific issues." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "DeepSeek tokenization regression and Granite token ID regression are both tokenization bugs but for different model families and likely different causes." + "reason": "Custom processor/tokenizer regression and Deepseek tokenizer output changes are distinct tokenizer issues." } ] }, @@ -12900,26 +12799,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:39692", "issue:41950", - "issue:42994", + "issue:42796", "issue:43299", - "issue:43317", "issue:43381", - "issue:43441", "issue:43479", "issue:43525", + "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", - "issue:43873", + "issue:43901", "issue:43931", "issue:43976", "issue:44016", "issue:44075", "issue:44242", + "issue:44279", "issue:44291", "issue:44336", "issue:44351", @@ -12927,20 +12827,20 @@ "issue:44462", "issue:44466", "issue:44683", + "issue:44779", + "issue:45020", "issue:45081", - "issue:45103", "issue:45200", + "issue:45216", "issue:45276", "issue:45278", "issue:45357", - "issue:45372", "issue:45405", "issue:45542", "issue:45588", "issue:45593", + "issue:45812", "issue:45823", - "issue:45834", - "issue:45859", "issue:45907", "issue:46082", "issue:46209", @@ -12951,224 +12851,231 @@ "issue:47145" ], "soft_pairs": [ + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", "issue:44075|issue:44368", - "issue:44466|issue:45276", + "issue:41950|issue:45020", + "issue:44779|issue:45812", "issue:43976|issue:45405", + "issue:44351|issue:45278", "issue:43381|issue:47000", - "issue:41950|issue:45823", - "issue:46082|issue:46399", + "issue:44466|issue:45276", "issue:43653|issue:45593", + "issue:46082|issue:46399", "issue:43299|issue:45357", "issue:46082|issue:46512", - "issue:44351|issue:45278", - "issue:44462|issue:45081", + "issue:41950|issue:45823", "issue:43644|issue:47145", - "issue:43299|issue:43854", - "issue:44242|issue:45200", "issue:43650|issue:46209", - "issue:44016|issue:44291", + "issue:44462|issue:45081", + "issue:44242|issue:45200", "issue:43931|issue:47145", - "issue:44683|issue:45542", + "issue:43299|issue:43854", + "issue:44016|issue:44291", "issue:45588|issue:47000", + "issue:44683|issue:45542", "issue:45081|issue:45907", - "issue:42994|issue:43317", - "issue:44336|issue:46851", - "issue:43873|issue:47145", - "issue:43441|issue:45834", "issue:43479|issue:43525", - "issue:45103|issue:45372", - "issue:45859|issue:46851" + "issue:44336|issue:46851" ], - "prepared_review_unit_hash": "6d45a6159f2f9af07a49b37b06dd49d2692a620b07ca9c2bab6e62206ac4c2f5", + "prepared_review_unit_hash": "8e7168bd0edbd603d7a9399da3969bbbc844a17008d3695230586230746846fc", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35336, - "estimated_input_tokens": 8834, - "estimated_eval_tokens": 17924 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated single-bug issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43873 is the broadest still-open regression in the set, with multiple inbound references and a clear quantization/offloading failure mode that makes it a reasonable anchor issue.", + "summary": "This is not a true duplicate cluster: the items span unrelated Transformers issues across tokenizers, configs, docs, model loading, training behavior, and runtime regressions. All soft edges look like superficial text similarity, not the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the issues subsumes the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best general issue anchor because it is concrete, actively discussed, and sits in a common runtime path (quantization/offloading) rather than a narrow one-off symptom.", + "best_issue_reason": "No strong global best issue exists; issue 45020 is the broadest regression umbrella, but it still does not match the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are different bugs." + "reason": "Both mention dependency/version problems, but one is a generic transformers dependency issue and the other is a specific unreleased peft version bump; different bugs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Serialization of tied weights and resize_token_embeddings not updating Gemma4 internals are distinct code paths." + "reason": "Both are documentation-related, but they concern different examples and different failures; not the same underlying issue." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Python version compatibility and an unreleased PEFT version bump are unrelated." + "reason": "Tokenizer BPE marker handling and a vague data-related post are unrelated." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: BLIP2 dtype casting versus Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are unrelated failures." + "reason": "Optimizer arguments not being used is unrelated to a Qwen3.5 tied-embeddings warning." }, { "left": "issue:41950", - "right": "issue:45823", + "right": "issue:45020", "accept": false, - "reason": "Image processor lookup in video classification and Gemma4 PLE device mismatch are different subsystems." + "reason": "Video-classification processor lookup is a concrete pipeline bug; remote_code breakage is a broader compatibility issue." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Llama head_dim validation and Qwen3.5 kernel registration are unrelated model bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are not the same issue." + "reason": "Python version support and an unreleased dependency floor are separate release problems." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key serialization are separate model-specific regressions." + "reason": "One is a missing import for HybridCache; the other is a broad import-error report after upgrade." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "LlamaConfig head_dim validation and stale config dtype after from_config are different problems." + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix errors." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the titles do not identify the same concrete bug." + "reason": "Both involve weights/embeddings, but one is serialization of tied weights and the other is resize_token_embeddings behavior." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43644", - "right": "issue:47145", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Non-persistent buffer initialization junk and FP8 weight_scale omission are unrelated corruption mechanisms." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different configuration/code-path bugs." }, { "left": "issue:43299", - "right": "issue:43854", + "right": "issue:45357", "accept": false, - "reason": "Both are model-loading failures, but for different models and different failure modes." + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is save_pretrained key serialization." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Router-logit load balancing loss and mm_token_type_ids defaults are different multimodal training bugs." + "reason": "Head_dim validation has nothing to do with stale config.dtype after from_config(dtype=...)." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Placeholder issue text and FP8 B200 inference failure are unrelated." + "reason": "Different multimodal/device issues in different pipelines/models; not mergeable as one fix." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43644", + "right": "issue:47145", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as FP8 weight_scale omission on load." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint loading corruption are different issues." + "reason": "A vague data-related post is unrelated to an FP8 inference failure on B200." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Torch 2.9 flex_attention failure and tensorboard/TensorFlow backend import issue are unrelated." + "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json while the other crashes in Mistral regex patching." }, { - "left": "issue:45588", - "right": "issue:47000", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "FlashAttention s_aux handling and RTDetr loss infeasibility are unrelated code paths." + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different training-input issues." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated bugs." + "reason": "Qwen3-VL weight-shape mismatch and FP8 compressed-tensors weight_scale corruption are unrelated." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Quantized model saving and dequantized model offload loading are adjacent topics but different operations and failures." + "reason": "Both mention model loading, but they target different models and different failure modes." }, { - "left": "issue:44336", - "right": "issue:46851", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:45588", + "right": "issue:47000", "accept": false, - "reason": "Generic offloading-with-quantization behavior and missing FP8 weight_scale application are not the same concrete bug." + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible matrix are different runtime failures." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + "reason": "Torch flex_attention compilation and tensorboard-without-TF backend detection are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Phi4MultimodalConfig default handling and Llama4Config pad_token_id absence are different config bugs." + "reason": "Tokenizer patch crash and list_repo_files revision forwarding are different API bugs." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Auto-docstring future-annotations crash and Gemma 4 processor import failure are unrelated." + "reason": "Different config classes and different missing/default-field problems; not the same bug." }, { - "left": "issue:45859", + "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids are different Qwen3.5 bugs." + "reason": "ANSI-code cleanup in loading_report has nothing to do with Qwen3.5 variable-length position_ids support." } ] }, @@ -13190,11 +13097,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:33290", "issue:42175", "issue:42796", + "issue:42994", + "issue:43317", "issue:43441", "issue:43525", "issue:43575", @@ -13202,8 +13111,8 @@ "issue:43673", "issue:43723", "issue:43761", - "issue:43784", "issue:43824", + "issue:43873", "issue:43881", "issue:43901", "issue:43976", @@ -13216,24 +13125,21 @@ "issue:44263", "issue:44336", "issue:44373", - "issue:44496", - "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", - "issue:44871", - "issue:45325", - "issue:45362", + "issue:44987", + "issue:45103", + "issue:45372", "issue:45397", "issue:45542", "issue:45600", "issue:45656", "issue:45712", - "issue:45800", "issue:45823", - "issue:46291", - "issue:46399", + "issue:45834", + "issue:45859", "issue:46851", "issue:47000", "issue:47145", @@ -13242,231 +13148,224 @@ "issue:47217" ], "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:43873|issue:47145", "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44261|issue:44263", "issue:44246|issue:47217", + "issue:45859|issue:46851", + "issue:44623|issue:45397", "issue:42175|issue:43976", "issue:44671|issue:44779", - "issue:44623|issue:44749", - "issue:44016|issue:45823", - "issue:44261|issue:44263", - "issue:44186|issue:47000", - "issue:45542|issue:45800", - "issue:44623|issue:45397", "issue:43525|issue:43881", - "issue:43673|issue:43761", - "issue:43784|issue:45542", "issue:43901|issue:44246", "issue:45600|issue:45712", - "issue:43525|issue:43643", + "issue:47176|issue:47177", + "issue:43673|issue:43761", + "issue:44186|issue:47000", "issue:44188|issue:44336", "issue:43575|issue:47145", - "issue:42796|issue:43441", - "issue:43824|issue:43976", - "issue:44589|issue:45362", - "issue:45325|issue:46851", - "issue:47176|issue:47177", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44987|issue:45542", "issue:44336|issue:44373", "issue:43723|issue:44162", - "issue:44246|issue:44496", - "issue:46291|issue:46399", - "issue:44871|issue:47145" + "issue:43824|issue:43976", + "issue:42796|issue:43441" ], - "prepared_review_unit_hash": "16363167467ad098f2245a08c11107f6801a87c7e38c6e9297fa57572e04951d", + "prepared_review_unit_hash": "c940ec8a6bc6b1d9173affe6969f8e3aba32fe33e8e21f96e248211d35250e01", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35970, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous rather than duplicate-heavy: it mixes unrelated model bugs, tokenizer regressions, packaging/environment issues, docs problems, and security reports. None of the soft edges look like the same underlying bug/change, so all should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying failure mode or fix; they span many unrelated subsystems and models.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues. A few pairs are superficially similar by subsystem or model family, but none look like the same concrete bug/change, so I would not merge any soft pair. The broadest issue here is the open quantization/offloading report, but it is still not a true umbrella for the rest.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 is the broadest and most reusable issue in the set: it is open, has the most discussion/inbound references, and sits in the quantization/offloading area that overlaps the closest near-duplicate candidates.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative; the set is too mixed for a meaningful global duplicate canonical.", + "best_issue_reason": "issue:43873 is the best single issue candidate for triage because it is active, broad, and likely to attract related offloading/quantization reports; the rest are mostly narrow one-off bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both involve deepspeed/optimizers, but one is OOM during Adafactor use and the other is a double-step bug; different failure modes." + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading dequantized models with gpu+cpu offload; different failure paths." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Import slowdown and multimodal placeholder handling are unrelated bugs." + "reason": "Missing processor.save_pretrained files vs a post-upgrade data filtering slowdown are unrelated bugs." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Packaging backend omission vs Python version compatibility; different causes and fixes." + "reason": "Both touch quantization/offloading, but one reports offload behavior during loading while the other is a specific FP8 checkpoint weight_scale bug; not the same issue." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are distinct model-specific issues." + "reason": "Deepspeed optimizer OOM and deepspeed calling optimizer.step() twice are different bugs in the same ecosystem, not the same underlying defect." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Save/pretrained missing files vs performance slowdown after upgrade are unrelated." + "reason": "Different models and failures: Ministral FlashAttention regression vs Kosmos2.5 OCR index error." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch runtime bug are not the same issue." + "reason": "Auto-docstring crash with future annotations is unrelated to a mistral_common import error breaking Gemma 4 processor loading." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both are internal model bugs, but they affect different components and symptoms." + "reason": "A missing config epsilon causing precision drift is unrelated to torch.split return handling in a different model component." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix are unrelated code paths." + "reason": "Import performance issues are unrelated to multimodal placeholder handling failures." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:45859", + "right": "issue:46851", "accept": false, - "reason": "Dependency-install issue and torch/transformers incompatibility are different environment problems." + "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids handling are distinct code paths and symptoms." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "File-missing on save/export vs from_pretrained under ZeRO3 loading are different workflows." + "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are different model/config issues." + "reason": "Dependency packaging for TensorFlow and Python-version compatibility are separate environment issues." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVision hidden_states propagation." + "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenizer correctness are different model-specific bugs." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both are import-time failures, but they stem from different packages and missing dependencies." + "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are different model/config problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to import latency." + "reason": "Documentation mismatch and intermittent import slowness are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance, but one is stale auto_mappings config references and the other is leftover dummy classes." + "reason": "Broken auto_mappings references and leftover dummy classes failing repo checks are separate maintenance issues." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:47176", + "right": "issue:47177", "accept": false, - "reason": "Both mention missing config fields, but they are not the same bug or fix path." + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip slip arbitrary write are different vulnerabilities." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states regression are different failures in different modules." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "OOM on tensor-parallel model loading and missing FP8 weight_scale application are different problems." + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasible cost matrix are unrelated." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer BPE-marker handling and FlashAttention failure are separate Ministral issues." + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Missing import symbol and Python version support mismatch are unrelated." + "reason": "TP OOM while loading a large Qwen model and FP8 weight_scale loading corruption are different quantization/load bugs." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are not the same underlying bug." + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Both involve position_ids, but they are different Qwen models and different logic errors." + "reason": "A missing pad_token_id field on Llama4Config and missing fields from trust_remote_code are both config-shape issues, but not the same bug." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Security issues share the shell/archive theme, but command substitution bypass and tar/zip slip are distinct vulnerabilities." + "reason": "Loading a specific model failing in v5 and TensorFlow backend packaging are unrelated." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Formatting ANSI codes and a wrong docstring are unrelated." + "reason": "Loading-report ANSI output and a wrong docstring are unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic tokenizer-loading regression and ESM2-specific breakage are different issues." + "reason": "Tokenizer loading in v5 and ESM2 being broken are different model-level regressions." }, { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness vs unrecognized model/config parsing failure are unrelated." - }, - { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Kernel dependency API breakage and a model registration decorator bug are different code paths." + "reason": "Qwen2.5-VL import failure and Python version support mismatch are unrelated." }, { - "left": "issue:44871", - "right": "issue:47145", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "EOS-token config inconsistency and FP8 weight-scale loading are unrelated model configuration/loading bugs." + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." } ] }, @@ -13488,45 +13387,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:36246", - "issue:41950", + "issue:41628", "issue:42491", - "issue:42617", - "issue:42757", "issue:42886", - "issue:43257", "issue:43299", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43901", + "issue:43784", "issue:43976", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44485", - "issue:44561", + "issue:44496", + "issue:44589", "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45137", "issue:45292", + "issue:45325", "issue:45362", "issue:45397", + "issue:45542", "issue:45561", "issue:45563", "issue:45588", "issue:45593", "issue:46132", + "issue:46291", "issue:46399", "issue:46506", "issue:46614", @@ -13537,248 +13434,242 @@ "issue:46821", "issue:46829", "issue:46851", + "issue:47145", "issue:47217" ], "soft_pairs": [ - "issue:45083|issue:46851", - "issue:42617|issue:43976", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44246|issue:44496", "issue:44297|issue:45397", - "issue:46399|issue:46851", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:43784|issue:45542", "issue:46655|issue:46726", + "issue:41628|issue:43976", "issue:45003|issue:47217", - "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:43526|issue:45003", "issue:45072|issue:46829", "issue:43540|issue:46752", - "issue:43526|issue:45003", "issue:45103|issue:46399", - "issue:43531|issue:45362", + "issue:44295|issue:45397", "issue:45561|issue:45563", "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", "issue:46614|issue:46665", "issue:45003|issue:46821", - "issue:45588|issue:46851", - "issue:44295|issue:45397", - "issue:44336|issue:44485", "issue:44242|issue:45593", "issue:43550|issue:46506", - "issue:44561|issue:46399", - "issue:44779|issue:45292", "issue:42886|issue:46132", - "issue:43901|issue:45003", - "issue:43257|issue:45137", - "issue:43540|issue:46655", - "issue:41950|issue:44220", - "issue:46726|issue:47217", - "issue:36246|issue:42757" + "issue:44779|issue:45292" ], - "prepared_review_unit_hash": "1eea12f937a5abf882855f28265757d241752b65f87cc91682eea1f57bbe8a6f", + "prepared_review_unit_hash": "4d7db7d68762fd3c0276a506bb07b65a5c20c639434211136834d45757c5f47d", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36567, - "estimated_input_tokens": 9142, - "estimated_eval_tokens": 18540 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that only look similar at the keyword level (Qwen, loading, processors, Deepspeed, video, etc.). I do not see any soft pair that is clearly the same underlying bug/change, so no duplicate merges should be made from these links.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45003 is the broadest, most infrastructure-level report in the set and the closest thing to a cluster anchor because it explains several loose import/loading similarity hits; the others are mostly model- or subsystem-specific and do not line up as duplicates.", + "summary": "This cluster is largely heterogeneous: the soft pairs share broad keywords (model loading, tokenizers, Qwen, import/runtime failures) but most describe different code paths, different models, or different failure modes. None look safe to merge as duplicates on title/body alone.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best representative anchor for the cluster, but only as a broad loading/runtime regression bucket, not as a precise duplicate of the other reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45083", + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage class vs Qwen3.5 chat crash. No shared code path or concrete bug." + }, + { + "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen-related, but one is a feature/helper behavior issue in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5; different code paths." + "reason": "Both involve Qwen3.5/Qwen2.5-VL position handling, but one is a RoPE temporal-position scaling bug and the other is variable-length inputs with position_ids. Too different to treat as the same bug." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "3d_parallel.py execution failure and a Python-version compatibility break are unrelated defects." + "reason": "One is slow import behavior, the other is an unrecognized model/config error. No overlap beyond generic loading." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same bug as gemma-4 ZeRO3/from_pretrained loading failure." + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure. Different subsystems and symptoms." }, { - "left": "issue:46399", + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id mismatch is a config inconsistency; FP8 compressed-tensors issue is checkpoint loading corruption. Not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch optional kernel-related imports, but one is a kernels package version/revision requirement during pipelines import and the other is a missing decorator on apply_rotary_pos_emb registration. Different failure points and fixes." + }, + { + "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a variable-length position_ids bug; not the same fix." + "reason": "Both are Qwen3-related, but one is a helper output-length calculation bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5. Different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "NameError from missing nn import in sentence-transformers integration is unrelated to undefined tf backend from tensorboard-only installs." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding in SmolVLM is unrelated to AutoProcessor backend-missing image-processor errors." + "reason": "Both concern image/vision processing, but one is incorrect padding calculation in SmolVLM video processing and the other is AutoProcessor error when a required vision backend is missing." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a Python version compatibility report are unrelated." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "sys.modules access in modeling_utils is a generic import-safety issue; VL placeholder handling in user text is a model prompting/input-parsing bug." + "reason": "modeling_utils sys.modules access safety issue is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different problems: kernel registration/decorator issue vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading on dev main; not clearly the same concrete bug." + "reason": "BeitImageProcessorFast reduce_labels bug has no relation to unsafe sys.modules access in modeling_utils." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states/output packaging." + "reason": "Different models and defects: dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states field returned incorrectly in VideoPrism classification output." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different input-validation failures." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to generic sys.modules access in modeling_utils." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list IndexError in apply_chat_template." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation parsing crash and Qwen3.5 kernel registration crash are different subsystems and failure modes." + "reason": "auto_docstring annotations crash and Qwen3.5 kernel registration failure are unrelated issues." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crash are distinct model/runtime issues." + "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained failure are different code paths and models." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file-race in testing utilities is unrelated to the stale num_return_sequences warning." + "reason": "Pytest-xdist race on captured_info.txt is a test harness concurrency bug; stale num_return_sequences warning is a generation warning issue." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Missing load balancing loss and Gemma-3 eos_token_id config inconsistency affect different model behaviors and code paths." + "reason": "Import performance problem vs eos_token_id config mismatch; no shared underlying defect." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Stale phonemizer language state in Wav2Vec2 tokenizer is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "sliding_window issue in Qwen3-MoE and Qwen3.5 chat crash are different behavioral bugs." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Generic modeling_utils sys.modules access and TimesFM window_size AttributeError do not describe the same defect." + "reason": "ANSI codes in loading_report on non-terminal output is unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention sink-less s_aux handling and Qwen3.5 variable-length position_ids are unrelated." + "reason": "flash_attention crash on s_aux=None is a sink-less model attention bug; variable-length position_ids in Qwen3.5 is a separate issue." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "position_ids buffer read error and gemma-4 ZeRO3 loading issue are separate bugs." + "reason": "Both mention Qwen3 MoE loading, but one is a LoRA compatibility break across hf4.x/hf5.x and the other is a generic Transformers 5.0.0.dev0 loading break. Too broad to merge." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend and inconsistent from_pretrained behavior inside Python classes are unrelated tokenizer/runtime issues." + }, + { + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "ANSI coloring in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated code paths." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Missing auxiliary loss when a flag is off in one model is not the same as missing load-balancing loss in another model." + "reason": "Missing load-balancing loss when output_router_logits=False is an MoE loss accounting bug; D-FINE auxiliary losses off is a different model-training behavior." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." - }, - { - "left": "issue:44561", - "right": "issue:46399", - "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility break than missing decorator registration in Qwen3.5." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Deepseek tokenizer output regression is not the same as resize_token_embeddings not updating output embeddings." + "reason": "Bamba torch.compile + SDPA failure and PPDocLayoutV3 CPU/CUDA differences are different model/runtime issues." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "HF_HUB_OFFLINE cache loading failure and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Deprecated docs wording in TextClassificationPipeline does not match the modeling_utils sys.modules safety issue." - }, - { - "left": "issue:43257", - "right": "issue:45137", - "accept": false, - "reason": "Qwen3 MOE weight-conversion/loading problem and DeepSpeed ZeRO3 deque underflow are different failure modes." + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:43540", - "right": "issue:46655", - "accept": false, - "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is SmolVLM padding calculation; not the same bug." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "video-classification pipeline choosing image processors and _torch_extract_fbank_features are different subsystems." - }, - { - "left": "issue:46726", - "right": "issue:47217", - "accept": false, - "reason": "Missing-vision-backend AutoProcessor error and VL placeholder handling in user text are not the same issue." - }, - { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and missing huggingface_hub is_offline_mode import are unrelated import errors." + "reason": "Deepseek tokenizer incorrect results and resize_token_embeddings not affecting output_embeddings are distinct tokenizer vs embedding-resize bugs." } ] }, @@ -13800,25 +13691,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:29870", "issue:30333", "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", "issue:43295", - "issue:43352", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", - "issue:43653", + "issue:43901", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", "issue:44295", "issue:44351", - "issue:44368", "issue:44451", "issue:44466", "issue:44479", @@ -13826,264 +13718,255 @@ "issue:44749", "issue:44857", "issue:44877", - "issue:44977", "issue:44987", - "issue:44995", "issue:45003", "issue:45137", "issue:45200", - "issue:45250", "issue:45292", "issue:45335", "issue:45375", "issue:45459", "issue:45561", - "issue:45588", "issue:45600", - "issue:45701", "issue:45759", - "issue:46170", + "issue:45859", "issue:46369", + "issue:46399", "issue:46506", "issue:46655", "issue:46726", "issue:46752", "issue:46894", - "issue:46897" + "issue:46897", + "issue:47000", + "issue:47217" ], "soft_pairs": [ + "issue:36246|issue:42757", "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43540|issue:46655", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44451|issue:46752", "issue:45375|issue:45759", "issue:44479|issue:46655", - "issue:36246|issue:43596", - "issue:44451|issue:46752", - "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:45292|issue:47000", "issue:43295|issue:45292", - "issue:44162|issue:45200", + "issue:45859|issue:46399", "issue:45137|issue:45600", - "issue:43352|issue:45250", - "issue:44466|issue:45335", - "issue:44295|issue:44749", - "issue:44060|issue:44077", + "issue:44162|issue:45200", + "issue:36246|issue:43596", "issue:45003|issue:45561", + "issue:44466|issue:45335", "issue:43475|issue:46369", - "issue:44877|issue:45375", + "issue:44038|issue:46506", + "issue:44623|issue:46726", "issue:43526|issue:46897", - "issue:44987|issue:45459", + "issue:44877|issue:45375", "issue:44242|issue:44857", - "issue:44995|issue:45200", - "issue:44479|issue:46170", - "issue:44038|issue:46506", - "issue:44623|issue:46726", + "issue:44987|issue:45459", "issue:29870|issue:30333", - "issue:43526|issue:46894", - "issue:44877|issue:46170", - "issue:44995|issue:45588", - "issue:44368|issue:44977", - "issue:43653|issue:44162" + "issue:43526|issue:46894" ], - "prepared_review_unit_hash": "95504622a52b30a232fc43c65c8c0f68225b0ba1ba56a146c674c5b4ee0a2b71", + "prepared_review_unit_hash": "10f6f2d408ebade06e3a54b5eaa8a23d5df976bfd782ae5d174243526b96b9ac", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36587, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35588, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is over-mixed: most pairs are clearly unrelated issues that only share broad Transformers vocabulary. No soft edge looks like a true duplicate or mergeable PR pair.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44479 is the best representative of the cluster\u2019s closest theme: a concrete multimodal runtime regression in a specific code path (video input handling), even though the surrounding cluster is too heterogeneous to be a true duplicate set.", + "summary": "These issues are mostly unrelated one-off regressions across different models/subsystems. I did not find any soft pair that clearly describes the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest single issue to use as a cluster representative because it is regression-shaped, concrete, and closest to several other multimodal/processor-related titles in the set.", + "best_issue_reason": "No true canonical issue stands out because the set is heterogeneous. If forced to pick a representative, issue 43295 is the strongest high-signal regression report: it names a specific release break, a concrete failure mode, and a reproducible custom-model scenario.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different subsystems: Qwen2.5-VL image processor import vs HybridCache import failure." - }, - { - "left": "issue:45375", - "right": "issue:45759", + "right": "issue:42757", "accept": false, - "reason": "Different bugs: missing config field vs AutoModelForCausalLM text_config unwrapping." + "reason": "Both are import errors, but for different symbols and different dependency breakages (Qwen2.5-VL image processor vs huggingface_hub offline helper)." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Both are video-related, but the concrete failures are different models and different code paths." + "reason": "Different missing imports from different modules; no evidence of the same broken code path." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Unrelated errors: vision processor import vs DeepSpeed ZeRO3/BertModel index error." + "reason": "Docs mismatch for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Model loading failure and empty chat-template handling are unrelated." + "reason": "Both touch vision processing, but one is a missing/unknown image processor backend case and the other is an empty/user-text placeholder crash; different failure modes." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Resize-token-embeddings bug is unrelated to tokenization-version changes." + "reason": "Both involve video inputs, but they affect different models and different layers of the pipeline (Qwen3OmniMoe validation vs SmolVLM video padding)." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Processor.tokenizer regression is different from output embedding resize behavior." + "reason": "Different DeepSpeed/accelerate failures: Qwen3 MOE weight conversion vs ZeRO3 deque underflow." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate issues." + "reason": "Video-classification processor lookup bug is unrelated to `_torch_extract_fbank_features()`." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "DeepSpeed deque crash and removed Sam3LiteText mapping references are unrelated." + "reason": "Loading a specific model failing is unrelated to chat-template handling on empty input." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Flash-Attn unsupported-model error is not the same as the generic Flash Attention topic." + "reason": "Both concern composite Qwen configs, but one is a missing config field silently dropped and the other is AutoModelForCausalLM unwrap behavior; not the same bug." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Different tied-weight/serialization bug vs decoder embedding resize bug." + "reason": "Both mention video regressions, but they target different models and distinct causes; too broad to merge." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is unrelated to the performance slowdown report." + "reason": "Reading a buffered position_ids tensor and slow filtering after upgrading are unrelated issues." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:45292", + "right": "issue:47000", "accept": false, - "reason": "Tied-weights warning and optional post_init allowance are different config/model issues." + "reason": "Token-embedding resize mismatch is unrelated to RTDetr loss infeasible cost-matrix crashes." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Unsafe sys.modules access and xdist file-race are unrelated bugs." + "reason": "One is a regression around processor.tokenizer/image passing; the other is resize_token_embeddings not updating output embeddings. Different concrete code paths." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "SAM3 VisionEncoder attribute error and SAM3-LiteText memory overflow are different failures." + "reason": "Both are Qwen3.5-related, but one is CPU offload rotary embedding compatibility and the other is kernel registration/decorator failure." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Strict config loading issue is unrelated to a missing vision config field." + "reason": "Different failures: ZeRO3 deque pop vs stale auto_mappings references breaking CI." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Label reduction bug and Florence2 double-shift training-loss bug are not the same defect." + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Model load failure and tokenizer protobuf error masking are unrelated." + "reason": "Different symptoms and subsystems: import failure for a processor class vs BertModel index error under ZeRO3 init." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "MoE load-balancing loss bug is unrelated to LwDetrImageLoss AMP crash." + "reason": "Unsafe sys.modules access is unrelated to xdist worker race on captured_info.txt." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Stale cache on second forward pass is unrelated to Gemma 4 token-type defaults." + "reason": "Both mention embedding serialization/resizing, but one is tied lm_head.weight serialization and the other is t5gemma decoder.embed_tokens not resizing." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Video regression in Qwen multimodal models is unrelated to Windows/ROCm import failures." + "reason": "Sam3 vision encoder missing attribute is not the same as SAM3-LiteText memory overflow." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe compatibility bug and CPU/CUDA result mismatch are different issues." + "reason": "Qwen3-VL-Moe bug report is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing save_pretrained files and unrecognized image processor due to missing backend are different problems." + "reason": "Missing processor.save_pretrained files is not the same as AutoProcessor backend-missing image processor error." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "BART generate UnboundLocalError and MLflow job status reporting are unrelated." + "reason": "BEiT fast processor label reduction bug is unrelated to Florence2 training-loss double-shift, despite both being training/preprocessing issues." }, { - "left": "issue:43526", - "right": "issue:46894", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "These share a training-loss theme, but the model families and concrete bug pattern are not the same." + "reason": "Strict config loading for granite_speech is unrelated to Qwen3.5MoeVisionConfig field dropping." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Strict config loading and Windows/ROCm torch.distributed import issues are unrelated." + "reason": "Load balancing loss omission for MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Second-forward cache bug and flash-attention s_aux None crash are different code paths." + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is absent." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Tied-word-embeddings warning and flash-attention generation failure do not match." + "reason": "Bart generate() decoder_attention_mask bug is unrelated to MLflow not reporting failed training jobs." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43526", + "right": "issue:46894", "accept": false, - "reason": "BigBirdTokenizer special-token bug and ESM2 breakage are unrelated." + "reason": "BEiT label reduction and CohereASR training-loss double-shift are different model-specific bugs." } ] }, @@ -14105,35 +13988,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:42199", "issue:42886", "issue:43065", + "issue:43352", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", - "issue:43701", + "issue:43653", "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", - "issue:44964", - "issue:45103", - "issue:45137", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", "issue:45229", + "issue:45250", "issue:45397", "issue:45412", "issue:45563", + "issue:45588", "issue:45593", "issue:45656", "issue:45685", @@ -14146,247 +14034,237 @@ "issue:46421", "issue:46431", "issue:46710", - "issue:46726", - "issue:46752", "issue:46832", "issue:46851", - "issue:46858", - "issue:47020", "issue:47068", "issue:47145" ], "soft_pairs": [ + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44060|issue:44077", "issue:42199|issue:46851", + "issue:43653|issue:44162", + "issue:44368|issue:44977", "issue:43475|issue:43540", - "issue:45685|issue:46431", - "issue:45397|issue:45656", - "issue:46170|issue:46832", - "issue:42886|issue:45229", + "issue:44877|issue:46170", "issue:45412|issue:46123", "issue:43723|issue:46710", + "issue:42886|issue:45229", "issue:43065|issue:43408", "issue:43931|issue:44368", - "issue:44368|issue:45563", + "issue:46170|issue:46832", "issue:44188|issue:46202", - "issue:43906|issue:46202", - "issue:45987|issue:46082", + "issue:44995|issue:45200", "issue:46132|issue:47145", + "issue:44368|issue:45563", "issue:44483|issue:46202", + "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:46752|issue:47020", - "issue:45103|issue:46858", + "issue:45987|issue:46082", + "issue:44995|issue:45588", "issue:44361|issue:44749", - "issue:43994|issue:46726", - "issue:44297|issue:44623", - "issue:43701|issue:44749", - "issue:43065|issue:46123", - "issue:44749|issue:45656", - "issue:43646|issue:44162", - "issue:44964|issue:45137" + "issue:45685|issue:46431", + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "453fbb8a02888e1670cd9cc8b169665e97da6066480f4ad54b3c82ea59fdbd1f", + "prepared_review_unit_hash": "8b61ec6ffac09b7a52bddc365d1b209b87a518ace9d0f2cd76fadf9bb3496be7", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35660, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issue reports across different models/subsystems; I only see one true duplicate-like pair around `StaticCache.get_seq_length()` returning a Tensor instead of an int. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete downstream breakage from the same `cache.get_seq_length()` type bug and gives the clearest code-path context; issue:45987 is the more general contract complaint.", + "summary": "These items are largely unrelated issues across different subsystems; the soft edges look like false positives and none are safe duplicate merges. No PRs are present in the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression here: one bug affecting multiple Qwen video model variants, with enough discussion to serve as a plausible anchor if a representative issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the strongest representative overall: it is specific, reproducible, and ties the bad return type to a real failure in static-cache prefill/torch.compile paths.", + "best_issue_reason": "issue:45229 has the highest engagement and a very actionable, well-scoped reproduction for a high-impact Gemma4 multi-GPU OOM, making it the strongest standalone issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42199", - "right": "issue:46851", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Different failures: DETR cardinality/background-class logic vs Qwen3.5 variable-length `position_ids` handling." + "reason": "Both mention Flash Attention 2.0, but one is a Nemotron model support error and the other is a generic flash-attention topic; different bug classes." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Both are model-specific runtime errors, but they affect different code paths and models (`Sam3VisionEncoderOutput` attr vs Qwen3OmniMoe video input validation)." + "reason": "Qwen video regression vs Windows/ROCm import failure from torch.distributed; unrelated subsystems and failure modes." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Unrelated bugs: MPS histogram on `Int` in MoE vs missing chat template in a processor." + "reason": "Gemma-4 ZeRO3 from_pretrained loading issue vs Deepspeed optimizer stepping twice; not the same code-path problem." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both mention DeepSpeed, but one is a `from_pretrained` loading issue and the other is a training-step double-call bug." + "reason": "One is a tied-weights warning in Qwen3-Next, the other is a PatchTSTMixer post_init policy issue; no shared underlying defect." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:42199", + "right": "issue:46851", "accept": false, - "reason": "Different subsystems: Windows/ROCm import dependency issue vs RT-DETR feature-level mismatch in forward." + "reason": "DETR cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug; different model families and logic." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs ESM2 model breakage; only superficially both tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same fix." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing attribute vs Qwen3OmniMoe video input ValueError; unrelated models and failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU Gemma OOM are not the same bug." + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm import dependency problem." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release on delete vs mask pipeline partial-batch result dropping are distinct issues." + "reason": "RT-DETR memory lifecycle issue vs MaskGenerationPipeline last-batch handling; different components and fixes." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 vs accuracy regression after upgrade; same area, different failure mode." + "reason": "Tokenizer loading in v5 vs DeepSeek accuracy regression after upgrade; one is loading behavior, the other model quality." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU OOM; no meaningful overlap beyond both being user-facing regressions." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy layer in the pixel decoder and the other is a model-type mismatch warning." + "reason": "SAM3 PixelDecoder dummy Conv2d implementation detail vs a model-type warning when instantiating tracker from video config; not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch on model load is unrelated to a `tie_word_embeddings` warning." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different model versions and root causes." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "A warning about tied embeddings is not the same as the stale `num_return_sequences` warning in paged generate." + "reason": "Import/dependency failure on Windows/ROCm vs RTDetr forward feature-level mismatch; unrelated areas." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is a different code-path problem than Gemma pipeline roundtrip failure." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; different symptoms and code paths." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "The isolated reproduction of another issue is not the same bug as the Gemma pipeline roundtrip failure." + "reason": "GlmMoeDsa stale cache crash on second forward vs Gemma4 mm_token_type_ids defaulting; not the same defect." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:46132", + "right": "issue:47145", "accept": false, - "reason": "`StaticCache.get_seq_length()` returning a Tensor is unrelated to LlamaConfig's `head_dim` validation." + "reason": "AttentionInterface.register behavior change vs FP8 checkpoint load corruption; completely different mechanisms." }, { - "left": "issue:46132", - "right": "issue:47145", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Behavior change in `AttentionInterface.register` is unrelated to FP8 compressed-tensors loading without `weight_scale`." + "reason": "Qwen3.5 embedding warning in fine-tuning vs stale num_return_sequences warning in paged generate; unrelated." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different bugs." + "reason": "Chat/completions API rejection vs Gemma token roundtrip failure; different surfaces and fixes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an external issue vs Gemma pipeline token roundtrip bug; no evidence of same underlying change." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Different issues: kernel branching divergence vs cache lazy-init recompilation." + "reason": "Both mention caching/compile behavior, but one is kernel divergence under torch.compile while the other is cache lazy init causing recompilation; not mergeable as one bug." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and DeepSpeed loss host-sync are unrelated." + "reason": "D-FINE auxiliary-loss logic vs a CUDA tensor branch causing host sync in deepspeed loss; unrelated code paths." }, { - "left": "issue:46752", - "right": "issue:47020", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Empty-list chat template crash vs XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different API layers." }, { - "left": "issue:45103", - "right": "issue:46858", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Auto-docstring failure under future annotations is unrelated to cache sequence-length typing." + "reason": "GlmMoeDsa stale indexer cache crash vs flash_attention.py s_aux=None AttributeError; different components and failure triggers." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError and a Transformers upgrade slowdown are not the same underlying bug." + "reason": "MLukeTokenizer AttributeError vs broad performance regression after upgrade; no shared bug." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "SigLIP2 bad outputs and missing-vision-backend processor errors are distinct." + "reason": "MoE MPS histogram kernel type error vs processor lacking chat template; unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save/pretrained flows, but one is tokenizer class metadata mismatch and the other is missing processor files; not the same concrete bug." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the reported performance regression." - }, - { - "left": "issue:43065", - "right": "issue:46123", - "accept": false, - "reason": "SAM3 pixel-decoder dummy layer and mask pipeline batch handling are unrelated." - }, - { - "left": "issue:44749", - "right": "issue:45656", - "accept": false, - "reason": "Performance slowdown after upgrade is not the same as an optimizer-step double-call bug." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are separate issues." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." - }, - { - "left": "issue:45987", - "right": "issue:46858", - "accept": true, - "reason": "Both describe the same root bug: `cache.get_seq_length()` returns a Tensor instead of an int, causing downstream static-cache arithmetic failures; issue:46858 is the more concrete manifestation." + "reason": "Tokenizer save_pretrained config mismatch vs processor save_pretrained missing files; both serialization-related but not the same artifact or fix." } ] }, @@ -14408,35 +14286,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", - "issue:42371", "issue:42994", + "issue:43065", "issue:43232", - "issue:43278", "issue:43475", "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", - "issue:43723", - "issue:43784", - "issue:43873", + "issue:43701", + "issue:43994", "issue:44038", + "issue:44162", "issue:44188", "issue:44373", "issue:44623", - "issue:44661", + "issue:44749", "issue:44869", "issue:44871", "issue:44933", - "issue:44945", - "issue:45092", + "issue:44964", + "issue:45103", "issue:45137", "issue:45230", "issue:45310", @@ -14446,243 +14323,260 @@ "issue:45478", "issue:45561", "issue:45656", + "issue:46123", "issue:46132", - "issue:46326", - "issue:46399", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", + "issue:46858", "issue:46877", "issue:47000", - "issue:47059", + "issue:47020", "issue:47217" ], "soft_pairs": [ - "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:43475|issue:46821", + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43994|issue:46726", "issue:44623|issue:45656", - "issue:43784|issue:46399", + "issue:43646|issue:44162", + "issue:44964|issue:45137", "issue:44871|issue:46132", - "issue:46463|issue:46877", + "issue:45375|issue:45478", + "issue:46752|issue:47020", + "issue:43475|issue:46821", + "issue:43475|issue:43643", "issue:44373|issue:46851", "issue:45561|issue:47217", - "issue:39692|issue:46726", - "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:42994|issue:43482", "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:44038|issue:44623", "issue:43232|issue:43673", - "issue:45375|issue:45478", + "issue:28282|issue:30990", "issue:46877|issue:47000", - "issue:43723|issue:46326", - "issue:44869|issue:45356", "issue:41628|issue:44933", - "issue:45310|issue:45375", + "issue:39692|issue:46726", "issue:42994|issue:43525", - "issue:45230|issue:45397", - "issue:44038|issue:44623", - "issue:43873|issue:44945", - "issue:36010|issue:41628", - "issue:42371|issue:45092", - "issue:44661|issue:47059", - "issue:43278|issue:45137" + "issue:46463|issue:46877", + "issue:44869|issue:45356" ], - "prepared_review_unit_hash": "8a708b43e0a433582a2fde443859576cb997ee418288840d50c6592feb92700f", + "prepared_review_unit_hash": "fe6bd8564e2a5ef19738f68d46b91d6224a861691e48effb3ffc199d2a1298f3", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34879, - "estimated_input_tokens": 8720, - "estimated_eval_tokens": 17696 + "soft_pair_count": 28, + "serialized_chars": 35259, + "estimated_input_tokens": 8815, + "estimated_eval_tokens": 17886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bundle of superficially similar but distinct Transformers bug reports (imports, generation, tokenizer, config, quantization, vision, and distributed-training edge cases). I don\u2019t see any soft pair that is safe to merge as a duplicate; the most representative issue is the active quantization/offloading report.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43873 is the strongest representative: it is active, has the most discussion/inbound references, and describes a concrete runtime bug with a clear failure mode, making it a better cluster anchor than narrower one-off import/config errors.", + "summary": "Mostly a heterogeneous set of unrelated issue reports. The only likely related thread is the Qwen3.5-MoE loading/config trio around 45310, 45375, and 45478, but the evidence is only symptom/title-level overlap, so I would not treat them as definite duplicates. No pull requests are present.", + "confidence": 0.52, + "canonical_issue_reason": "45310 is the broadest anchor because it captures the user-facing Qwen3.5 MoE `from_pretrained` failure. 45375 and 45478 look related to the same general Qwen3.5-MoE loading/config area, but the packet does not show enough evidence to collapse them into one confirmed root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue candidate because it is the most substantively discussed and broadly actionable bug report in the set.", + "best_issue_reason": "45310 is the best representative issue for the Qwen3.5-MoE cluster because it states the general loading failure; 45375 and 45478 are narrower symptom reports that may be related, but not proven duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "Both mention model/quantization-related failures, but one is about saving quantized models and the other about loading Qwen2.5-GGUF under v5; different code paths and failure modes." + "reason": "Different subsystems and failures: auto-docstring annotation parsing vs cache-length arithmetic in generation prefill." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "One is a SAM 3 Video missing-attribute crash, the other is a trust_remote_code AutoConfig field-loss issue; related theme, not the same bug." + "reason": "Checkpoint key mismatch and tokenizer/data-filtering slowdown are unrelated bugs." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Both are AttributeError reports, but on different models and different missing fields; not the same underlying defect." + "reason": "SAM3 pixel decoder placeholder-conv issue is unrelated to MaskGenerationPipeline dropping final partial-batch results." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated bugs in different subsystems." + "reason": "Data filtering slowdown and deepspeed optimizer-step duplication are different code paths and symptoms." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "These are different import/runtime failures in unrelated paths: sentence-transformers import with latest transformers vs Qwen3.5 kernel registration/decorator issue." + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline is not the same as AutoProcessor\u2019s missing-vision-backend import error." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Gemma EOS-token config mismatch and AttentionInterface.register behavior change are distinct issues with no shared failing code path." + "reason": "Processor save_pretrained file emission bug is unrelated to the deepspeed optimizer-step duplication." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "One is an incorrect T5 decoder-input error message, the other is doc-lint output leaking at import time; different problems entirely." + "reason": "A broad v5 custom-model-init regression does not match the specific ESM2 breakage; too little evidence of one underlying bug." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Wrong docstring text is a documentation issue, while the other is a real variable-length position_ids bug; not duplicates." + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "pytest-xdist file-race in testing utils and VL image-placeholder handling are unrelated failures." + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing registered-function behavior." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Both touch vision/processor behavior, but one is a doc example with model/processor mismatch plus quantization failure, while the other is an AutoProcessor error message when a backend is missing." + "reason": "Both are Qwen3.5-MoE loading complaints, but the evidence is only title-level similarity; not enough to confirm the same root cause." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "An import-time PyTorch dependency error is not the same as Sentence Transformers hanging during load." + "reason": "Empty-chat-template IndexError and XLMRobertaTokenizer Unigram init type mismatch are different bugs." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "Different generation/attention bugs: torch.compile branch divergence vs position_ids variable-length input handling." + "reason": "SAM3 vision output attribute loss is unrelated to TimesFM window_size attribute access." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Both involve generation internals, but one concerns sync_gpus/update_model_kwargs and the other a missing cache in chunked_prefill; different defects." + "reason": "Missing SAM3 vision output fields and trust_remote_code missing fields in AutoConfig are separate issues." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Same model family, but one is a missing config field silently dropped by @strict and the other is a from_pretrained regression; not enough to treat as one bug." + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids failure." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Docstring/doc-lint import noise is unrelated to RTDetrLoss infeasible cost-matrix crashes." + "reason": "A pytest-xdist file race is unrelated to VL image-placeholder handling in user text." }, { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer bugs with different symptoms." + "reason": "A generic bug report and a Gemma-4 ZeRO3 loading issue do not describe the same bug." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both concern tokenizer/codec behavior, but Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are separate failure modes." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and code paths." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "AutoImageProcessor import failure and non-existent image_utils import are both import issues, but they are not the same missing symbol or code path." + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "The first is a Qwen3.5 Moe from_pretrained regression; the second is a missing deepstack_visual_indexes config field. Same family, but not the same bug." + "reason": "Same subsystem, but the packet only supports a likely relation: broad `from_pretrained` error vs specific missing-field report." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated failures." + "reason": "Qwen3-VL-Moe loading on transformers v5 and missing files from processor.save_pretrained are unrelated." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "A placeholder bug-report stub is not a meaningful duplicate of a gemma-4 zero3 from_pretrained issue." + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are related only at a high level, not the same concrete bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Qwen3-VL-Moe transformer incompatibility and processor.save_pretrained file loss are different code paths." + "reason": "PyTorch not installed import error and Sentence Transformers loading hang are unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are distinct distributed-inference bugs." + "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Both are import errors from transformers APIs, but for different symbols and different breaking changes." + "reason": "Both mention imports, but they involve different symbols and failure modes; not enough to be the same underlying bug." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "TF32 API guidance and remote-code checkpoint/meta-init incompatibility are unrelated." + "reason": "SigLIP2 documentation-example errors and missing vision-backend processor import errors are different problems." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "A model-registry/tokenizer mapping failure is not the same as a huggingface_hub CLI completion attribute error." + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are unrelated." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer/decoding issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque IndexError are separate training bugs." + "reason": "No shared concrete code path; one is an unspecific report and the other is a Gemma-4 loading bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The mostly-unrelated clustering is grounded, but the positive soft-edge verdicts are too strong for the evidence available. In particular, the packet only shows title-level similarity for 45375 and 45478: one is a missing `deepstack_visual_indexes` field in `Qwen3_5MoeVisionConfig`, while the other is a generic `Qwen3.5 Moe from_pretrained error`. That supports a possible relation, but not a firm claim that they are the same underlying bug. The same caution applies to 45310 \u2194 45375. If you keep this cluster, the summary should be softened to say these issues are likely related rather than definitely the same root cause, and it should mention 45478 alongside 45310/45375 if it is part of the cluster." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14698,317 +14592,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", "issue:41628", "issue:42175", + "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", - "issue:43479", "issue:43704", "issue:43723", "issue:43784", "issue:43824", + "issue:43873", "issue:43976", "issue:44038", - "issue:44186", "issue:44222", "issue:44351", "issue:44496", "issue:44568", - "issue:44623", + "issue:44661", "issue:44743", "issue:44792", - "issue:44843", "issue:44857", "issue:44933", "issue:44945", "issue:45081", + "issue:45092", "issue:45103", + "issue:45137", "issue:45310", "issue:45405", "issue:45406", "issue:45561", "issue:45593", - "issue:45712", "issue:45753", - "issue:45812", "issue:46202", - "issue:46693", + "issue:46326", + "issue:46399", "issue:46701", - "issue:46829", "issue:46877", + "issue:47000", "issue:47059", - "issue:47068", - "issue:47085" + "issue:47068" ], "soft_pairs": [ - "issue:45081|issue:45103", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44038|issue:45310", "issue:42994|issue:43824", + "issue:44222|issue:45310", "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:45593|issue:46877", "issue:45406|issue:46202", "issue:46202|issue:46701", - "issue:45593|issue:46877", - "issue:41628|issue:44351", - "issue:44038|issue:45310", - "issue:43232|issue:44792", - "issue:44945|issue:45753", - "issue:44222|issue:45310", "issue:45561|issue:47059", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", "issue:42175|issue:44933", - "issue:44743|issue:47068", "issue:45405|issue:46877", "issue:30333|issue:33290", - "issue:42831|issue:44222", - "issue:42175|issue:45712", - "issue:42898|issue:44568", + "issue:44743|issue:47068", "issue:44496|issue:45561", - "issue:42673|issue:43704", "issue:43976|issue:44933", - "issue:43784|issue:43824", - "issue:30990|issue:35141", - "issue:44568|issue:47085", - "issue:44843|issue:47085", - "issue:43479|issue:46829", - "issue:44186|issue:47085", - "issue:42898|issue:45812", - "issue:42673|issue:46693", - "issue:44623|issue:45310", - "issue:43723|issue:44568" + "issue:42898|issue:44568", + "issue:30990|issue:35141" ], - "prepared_review_unit_hash": "4e2448b29a3fb5caa60f4f53e03de2ac74651a6636ae362813c502e79f4279b1", + "prepared_review_unit_hash": "55e1a8bb436e37f4c82a1de5cd6337ada2bbf911dcc771dc3b3cb15077cefd90", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37285, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "soft_pair_count": 29, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer issues linked only by loose lexical similarity. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report, and issue:43704 is an exact duplicate with the same title and symptom.", - "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical candidate.", - "best_issue_reason": "issue:42673 is the strongest representative because it is an exact duplicate target for issue:43704 and has more discussion/inbound references than the later copy.", - "best_pr_reason": "No pull requests are present in the provided items, so there is no PR best candidate.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical Qwen3ForCausalLM VRAM-leak reports; the other soft pairs share broad themes (imports, tokenizers, FP8, Qwen, deepspeed) but describe different concrete bugs or code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multithreaded VRAM leak as issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only clear duplicate anchor and has more discussion/inbound references than its twin.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "Different bugs: Mistral regex/tokenizer loading crash vs auto-docstring future-annotations AttributeError." + "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 import/loading issue and the other is a mistral_common continue_final_message bug." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + "reason": "Unrelated bugs: packaging/backend extras vs remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "CUDA float16 loss crash vs auto_docstring stdout diagnostics at import time." + "reason": "Different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Gemma4Processor _tokenizer crash vs Gemma pipeline roundtrip tokenization issue." + "reason": "Both affect inference, but one is quantization/offloading behavior and the other is wrong output under pipeline parallelism." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:45137", + "right": "issue:47000", "accept": false, - "reason": "Roundtrip tokenization bug vs DiffusionGemma image-text-to-text pipeline failure; different code paths." + "reason": "Different training errors: DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix." }, { - "left": "issue:45593", - "right": "issue:46877", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "D-FINE auxiliary-loss logic bug vs docstring import-time logging noise." + "reason": "Both are import errors, but for different symbols and likely different missing exports." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Different Qwen model families and different from_pretrained failures; too broad to merge." + "reason": "Related model family, but different concrete failures and versions; not the same bug." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "Generation kwargs update bug vs janus image generation test failure; not the same defect." + "reason": "Quantized save failure vs Qwen2.5-VL import error are unrelated." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Pipeline-parallel LLM output corruption vs Qwen3_5 image infinite loop; different symptoms and likely causes." + "reason": "Both mention Qwen3.5/MoE, but one is FP8 save_pretrained and the other is from_pretrained loading failure." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "FP8 save_pretrained moe issue vs Qwen3.5 from_pretrained error; unrelated." + "reason": "Different areas entirely: AMP/CUDA loss crash vs docstring lint output at import time." }, { - "left": "issue:45561", + "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race vs huggingface_hub CLI completion API break." + "reason": "Model-mapping logic bug vs CLI compatibility break with huggingface_hub." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Packaging/backend dependency issue vs missing image_utils import; unrelated." + "reason": "Incorrect outputs under pipeline parallelism is not the same as a Qwen3_5 image-specific infinite loop." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Qwen3.5 recurrent-state reset bug vs deepspeed host synchronization concern; different code paths." + "reason": "Tokenizer regex patch crash vs auto_docstring annotation processing crash; different subsystems." }, { - "left": "issue:45405", + "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Dependency version bump problem vs docstring stdout diagnostics." + "reason": "Model loss behavior vs docstring import-time logging are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "MLFlow reporting on failed training job vs deepspeed Adafactor OOM." + "reason": "Both Gemma-related, but processor _tokenizer crash and Gemma pipeline roundtrip failure are different issues." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs FP8 save_pretrained moE bug." + "reason": "Different Gemma pipeline failures with different outputs and symptoms." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:45561", + "right": "issue:47059", "accept": false, - "reason": "Tensorflow backend packaging vs leftover dummy classes leaking into dir(transformers)." + "reason": "pytest-xdist file-race bug vs CLI breakage from a hub version change." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Tokenizer cleanup behavior change and mdeberta BOS/EOS regression are separate tokenizer bugs." + "reason": "Generation kwargs update bug vs Janus image generation test failure are not the same code-path problem." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Unrecognized model/config issue vs pytest-xdist captured_info.txt race." + "reason": "Both involve FP8, but one is accuracy degradation and the other is save_pretrained failure." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + "reason": "Exact duplicate: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and symptom." }, { - "left": "issue:43976", + "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue vs image_utils import failure." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Sentence-transformers import NameError vs missing Qwen2_5_VLForConditionalGeneration export." + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; no meaningful overlap." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:45405", + "right": "issue:46877", "accept": false, - "reason": "Loading hang in sentence-transformers vs embedding resize reinitialization bug." + "reason": "PEFT version pinning problem vs doc-lint stdout noise are unrelated." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer special-token regression vs tokenizer thread-safety regression; not the same bug." + "reason": "MLflow reporting failure vs Deepspeed/Adafactor OOM are distinct training problems." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Mistral regex offline/hub-call bug vs fast tokenizer thread-safety regression." + "reason": "Qwen3.5 recurrent-state reset bug vs host synchronization concern in Deepspeed loss computation." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Phi4Multimodal config initialization bug vs VideoPrism hidden_states/output mismatch." + "reason": "Model config resolution error vs xdist captured_info.txt race are unrelated." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs tokenizer thread-safety regression." + "reason": "Python version compatibility issue vs missing image_utils import; different failure modes." }, { "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "clean_up_tokenization_spaces regression vs Granite token-ID regression; both tokenizer-related but distinct." - }, - { - "left": "issue:42673", - "right": "issue:46693", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs FA2 long-context performance regression." - }, - { - "left": "issue:44623", - "right": "issue:45310", + "right": "issue:44568", "accept": false, - "reason": "Processor save_pretrained file omission vs Qwen3.5 from_pretrained error." + "reason": "Both are tokenizer behavior regressions, but one is cleanup-space behavior in v5 and the other is BOS/EOS handling for a specific tokenizer." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "AutoTokenizer loading issue in v5 vs mdeberta add_special_tokens BOS/EOS regression." + "reason": "Sentence Transformers loading stall vs token embedding reinitialization are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issue:42673 and issue:43704 have the same title/symptom, and 42673 is earlier with more discussion. The soft-edge rejections stay conservative, and there are no PRs in the provided items." + "feedback": "The analysis is grounded in the packet. The canonical issue choice is supported by the earlier creation date and higher discussion on 42673, and the duplicate claim for 43704 is backed by the identical title/symptom. The soft-edge verdicts are generally conservative: they mostly reject pairs that share only broad themes but differ in concrete bug, subsystem, or code path." }, "evaluator_used": true, "retried": false, @@ -15027,7 +14900,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:22355", "issue:27957", @@ -15036,288 +14909,287 @@ "issue:34689", "issue:36331", "issue:39692", + "issue:42175", "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:44190", + "issue:44186", "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:45245", - "issue:45405", + "issue:45310", "issue:45600", "issue:45656", "issue:45712", + "issue:45812", "issue:46077", "issue:46123", - "issue:46132", "issue:46231", + "issue:46693", + "issue:46829", "issue:46909", "issue:47059", "issue:47085" ], "soft_pairs": [ - "issue:39692|issue:46909", - "issue:45600|issue:47059", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:42898|issue:45812", "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:43723|issue:44568", "issue:44016|issue:46231", "issue:43479|issue:44869", - "issue:43479|issue:44079", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:27957|issue:30333", "issue:42673|issue:47085", + "issue:44843|issue:47085", "issue:30333|issue:34689", - "issue:27957|issue:30333", - "issue:44060|issue:45125", - "issue:42898|issue:44779", - "issue:30333|issue:36331", + "issue:43479|issue:44079", "issue:42898|issue:43295", - "issue:42898|issue:44448", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:30333|issue:36331", "issue:42222|issue:45200", + "issue:42898|issue:44448", "issue:22355|issue:28282", - "issue:44295|issue:45656", - "issue:43874|issue:45092", - "issue:44734|issue:45103", - "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:42796|issue:43723", - "issue:44448|issue:46132", "issue:44222|issue:44297", - "issue:44075|issue:46231", - "issue:44933|issue:45712", - "issue:43479|issue:43644", - "issue:42831|issue:44623", - "issue:45245|issue:46132", - "issue:44297|issue:45656" + "issue:44734|issue:45103", + "issue:44075|issue:46231" ], - "prepared_review_unit_hash": "6f54c5f7a8055ecfd67db8a49648ac7faa6646ddfdc78e7b38c964ce3e335195", + "prepared_review_unit_hash": "59bb4b9c530ac03f36e8ffe374901e567dd950a783cb94d75c43355a0ccf408e", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36677, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose embedding neighborhood of unrelated issues. I would not merge any soft pairs; most share only a broad subsystem or generic regression/doc patterns, not the same underlying bug.", + "summary": "These are mostly unrelated issue reports; they share broad Transformers-v5 regression language, but not the same concrete bug. I would keep them separate and use the tokenizer behavior regression report as the best representative issue.", "confidence": 0.88, - "canonical_issue_reason": "issue:42898 is the broadest representative of the cluster\u2019s recurring v5/tokenization regression theme, but it still isn\u2019t a true duplicate umbrella for the rest.", + "canonical_issue_reason": "issue:42898 is the most general, clearly version-scoped regression report among the set and best fits as an umbrella canonical issue for nearby tokenizer-behavior complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 best represents the closest shared theme among several tokenizer/v5 regression reports, even though the cluster remains too heterogeneous for duplicate consolidation.", + "best_issue_reason": "issue:42898 is the strongest representative issue: it states a concrete v5 behavior change, is broad enough to anchor related tokenizer regressions, and is more general than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both are documentation-example problems, but they affect different examples/models and describe different failure modes." + "reason": "Different problems: backend packaging dependency vs leftover dummy classes / repo lint failure." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "One is a broken auto-mapping/CI issue; the other is a CLI incompatibility with a dependency update. No shared underlying bug." + "reason": "Unrelated multimodal config initialization bug vs VideoPrism output field mix-up." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Different code paths: Gemma4 attention-mask construction vs. mask-generation pipeline batching logic." + "reason": "Specific tokenizer special-token regression vs tokenizer thread-safety regression; different code paths." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "A notebook syntax error and a docstring parameter-name mismatch are unrelated documentation issues." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same defect." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Different model families and failures: multimodal config defaults vs. Whisper timestamp decoding." + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to fast tokenizer thread safety." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42673", + "right": "issue:46693", "accept": false, - "reason": "Config initialization bug and ModelOutput key-assignment bug are distinct code paths." + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as FA2 long-context performance regression." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Both mention threading, but one is a Qwen VRAM leak and the other is tokenizer thread-safety; not the same fix." + "reason": "Both are v5 tokenizer regressions, but one is cleanup behavior and the other is wrong token IDs for Granite models; too different to merge." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to a model-loading regression." + "reason": "Gemma4 attention-mask construction bug vs MaskGenerationPipeline partial-batch flag bug." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to MLflow job reporting." + "reason": "auto_mappings cleanup issue vs CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Both concern Qwen3 variants, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + "reason": "AutoTokenizer.from_pretrained v5 loading issue vs add_special_tokens BOS/EOS regression; distinct failure modes." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the concrete bugs differ: cleanup-space behavior vs. Deepseek tokenization correctness." + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Training-job MLflow reporting and CustomTrainer loss signature mismatch are unrelated." + "reason": "Phi4MultimodalConfig defaults bug vs Whisper word timestamp decode crash; unrelated." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Both are v5 regressions involving tokenization/processor APIs, but they are different breaking changes with different fixes." + "reason": "Both are broken docs examples, but for different models and different example failures." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both report v5 output changes, but Pegasus generation drift is not the same issue as tokenization-space cleanup behavior." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; different import paths and causes." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Both involve multimodal models, but one is a broad VitPose breakage and the other is a Gemma 4 fine-tuning default issue." + "reason": "Both mention v5 tokenizer regressions, but the reported behaviors are different enough that a shared underlying bug is not established." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Different import failures caused by different missing dependencies; not the same bug." + "reason": "Flash Attention 2 issue for XLM-Roberta vs MLFlow reporting bug after failed training jobs." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Buffer access errors and deepspeed double-stepping are unrelated." + "reason": "Model VRAM leak in threaded dataloaders is not the same as tokenizer thread-safety breakage." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Both touch multimodal loading, but one is a missing processor method and the other is remote-code checkpoint/meta-init incompatibility." + "reason": "Offline-mode model_info call bug vs tokenizer thread-safety regression; different code paths." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "KV-cache indexing crash in serving is unrelated to the auto-docstring annotation crash." + "reason": "MLFlow failure-reporting issue vs Llama 3.2 Vision model-loading regression." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Example-script classification output and local dataset loading failures are different issues." + "reason": "Multimodal config initialization bug vs ModelOutput key assignment bug; unrelated." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "A version-pin mismatch and leftover dummy-class cleanup are unrelated maintenance problems." + "reason": "Both are v5 regressions around tokenizer/processor behavior, but one is cleanup semantics and the other is processor.tokenizer/image-handling breakage." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Tokenizer BPE-marker handling and tokenizer loading/import issues are different failure modes." + "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same bug." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Pegasus v4/v5 output drift is unrelated to AttentionInterface.register behavior changes." + "reason": "position_ids buffer/read bug vs Deepspeed double optimizer-step bug; unrelated." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both involve save_pretrained, but model FP8 serialization and tokenizer config mismatch are not the same bug." + "reason": "MLFlow job-status reporting vs CustomTrainer compute_loss signature mismatch." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Optimizer argument handling and a documentation parameter-name typo are unrelated." + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting bug; different models and failures." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "A missing import from image_utils and dummy-class cleanup/dir leakage are separate issues." + "reason": "The Pegasus output difference may be caused by the v5 tokenizer behavior change, but the issue as stated is model-specific and not clearly the same concrete bug." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Multimodal config defaults and non-persistent buffer initialization junk are distinct regressions." + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; unrelated import errors." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Fine-grained FP8 accuracy and processor.save_pretrained missing files are unrelated." + "reason": "FP8 save_pretrained moe bug vs tokenizer_class mismatch in saved config; different save-path issues." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Category-cardinality runtime limits and attention registration behavior changes are unrelated." + "reason": "serve KV-cache indexing crash vs auto_docstring AttributeError; unrelated." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "Tokenizer save metadata and optimizer stepping under deepspeed are unrelated." + "reason": "Optimizer SGD args ignored vs docs parameter-name mismatch; different layer of the stack." } ] }, @@ -15339,304 +15211,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:22355", - "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", + "issue:42796", "issue:42831", - "issue:42907", + "issue:43116", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43504", + "issue:43644", "issue:43723", - "issue:43824", - "issue:43986", + "issue:44060", "issue:44190", "issue:44222", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", - "issue:44327", "issue:44360", "issue:44373", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", + "issue:44933", "issue:44977", "issue:45071", "issue:45092", + "issue:45125", + "issue:45245", "issue:45310", - "issue:45357", + "issue:45405", + "issue:45656", + "issue:45712", "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:46726", "issue:46762", - "issue:46909", "issue:46932", - "issue:47059" + "issue:47059", + "issue:47276" ], "soft_pairs": [ - "issue:46209|issue:46431", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:44448|issue:46132", + "issue:45245|issue:46132", "issue:44373|issue:44485", - "issue:43723|issue:44977", "issue:44297|issue:45310", "issue:41628|issue:42757", - "issue:43122|issue:46209", - "issue:43504|issue:47059", - "issue:46614|issue:46932", "issue:44360|issue:46762", "issue:45071|issue:46082", + "issue:43232|issue:47276", + "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:44222|issue:44484", - "issue:43232|issue:45834", - "issue:44190|issue:46082", - "issue:30990|issue:38175", - "issue:43232|issue:46424", - "issue:44327|issue:47059", + "issue:46614|issue:46932", + "issue:43504|issue:47059", "issue:44263|issue:45092", "issue:44295|issue:44623", - "issue:43475|issue:46305", "issue:44263|issue:44373", - "issue:42907|issue:46050", - "issue:45092|issue:45357", - "issue:46369|issue:46909", - "issue:46305|issue:46655", - "issue:44279|issue:46328", - "issue:22355|issue:27957", - "issue:43986|issue:46726", - "issue:42831|issue:45310", - "issue:44263|issue:44360", - "issue:41628|issue:43824" + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305" ], - "prepared_review_unit_hash": "428d3234d5380fbff178139035796b31abc1cd11ac18abf1e1ba45866ec73f47", + "prepared_review_unit_hash": "b08cfa688b81f6768756dbc87248187b374153b0c4d74d04573745b353d558c5", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36595, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous; none of the soft pairs are close enough to treat as true duplicates. The nearest theme is AutoProcessor/vision-backend loading errors, but even there the reports differ in concrete failure mode and context.", - "confidence": 0.77, - "canonical_issue_reason": "issue:46726 is the most broadly phrased, library-level bug report in the set and most clearly captures a reusable failure mode around AutoProcessor/backend availability.", + "summary": "The soft pairs are mostly superficial text matches across unrelated Transformer bugs; none looks like the same concrete fixable issue, so no soft edge should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical duplicate stands out here because the items span many different bugs; if forced to pick one representative, issue 43232 is the most central concrete runtime report, but it is still not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46726 is the strongest representative issue because it is concise, generic, and actionable without being tied to one model family or a one-off workaround.", + "best_issue_reason": "Issue 43232 is the best representative of the set because it is the most central and concrete runtime bug report among the candidates, though the cluster is too heterogeneous to treat as one duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "FP8 inference-on-B200 and missing chat-template errors are unrelated bugs in different subsystems." + "reason": "Different example-script failures: multi-label classification empty output vs image-classification local dataset loading." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Both mention save_pretrained, but one is about FP8 MoE serialization and the other about missing processor files; different defects." + "reason": "Version pin/release availability issue vs leftover dummy-class cleanup; unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "A docstring mistake and a GLM-5 RoPE implementation discussion are not the same underlying bug." + "reason": "Tokenizer save metadata mismatch vs DeepSpeed optimizer stepping twice; different bugs." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "AutoTokenizer v5 loading issues and Qwen3.5 flash-attention generation problems are distinct code paths." + "reason": "FP8 accuracy regression vs processor save_pretrained missing files; different code paths." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is different from a Qwen3.5 MoE from_pretrained failure." + "reason": "Missing image_utils import vs dummy-class cleanup/leakage; not the same issue." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are unrelated dependency/version issues." + "reason": "FP8 MOE save_pretrained vs missing processor save_pretrained files; same broad area, different defect." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Tokenizer behavior changes across versions are unrelated to FP8 inference failures." + "reason": "Tokenizer BPE marker handling vs tokenizer loading/import failure; related area but not the same bug." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "A legacy field in Beit semantic segmentation loading is not the same bug as a CLI compatibility break with huggingface_hub." + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; unrelated." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized dtype casting are different problems." + "reason": "Default multimodal config initialization vs non-persistent buffer junk; separate initialization problems." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Missing ReLU in a DSA indexer and numerical differences in Minimax attention are not the same defect." + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different subsystems." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Both involve config handling, but type-checking breakage and head_dim divisibility validation are separate issues." + "reason": "Category-count limit error vs attention-interface behavior change; unrelated." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "FP8 MoE save/load bugs and the max_shard_size default question are unrelated." + "reason": "Docstring issue vs GLM-5 RoPE implementation bug; not the same underlying change." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to long-input OCR indexing errors." + "reason": "Tokenizer class metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different failures." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "A local dataset loading problem in a training script does not match a LlamaConfig validation issue." + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; different symbols and code paths." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "Sentence Transformers loading stalls and zero-probability outputs from siglip2 are different bugs." + "reason": "DSA indexer activation concern vs Minimax attention numerical drift; unrelated." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "These are both generation/cache related at a high level, but they affect different code paths and settings." + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation; different config bugs." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43232", + "right": "issue:47276", "accept": false, - "reason": "QA top_k bounds handling and a CLI/library version incompatibility are unrelated." + "reason": "Actual generation-state update bug vs misleading warning text in continuous batching; behavior vs message." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility are different failures." + "reason": "Tokenizer-version drift vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "A position_ids buffer access error and processor save_pretrained missing files are different bugs." + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; different defects." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "A missing attribute on Sam3VisionEncoderOutput and a sliding-window off-by-one are not the same underlying bug." + "reason": "FP8 save_pretrained MOE vs max_shard_size question; not a duplicate." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "A DSA indexer tensor split issue and a docstring problem do not describe the same defect." + "reason": "Stale phonemizer backend vs quantized vision/audio dtype casting; unrelated." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Both are about save/load after quantization, but they involve different models and failure modes; too broad to merge." + "reason": "Beit pretrained preset loading vs CLI completion breakage from huggingface_hub; unrelated." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Remote-code/meta-init incompatibility for InternVL2 is distinct from Qwen3.5 visual key serialization regression." + "reason": "torch.split / indexer bug vs old InternVL2 meta-init incompatibility; different problems." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "A runtime memory overflow and a broken documentation example are unrelated." + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "An off-by-one in sliding-window masking and incorrect video padding calculation are separate processor bugs." + "reason": "torch.split return issue vs position_ids docstring typo; unrelated." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "A general dependency issue and an inefficient pad implementation are not the same underlying problem." + "reason": "FP8 inference on B200 vs missing chat template on processor; unrelated." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Missing transformers.onnx module import and XLMRoberta flash-attention support are unrelated." + "reason": "Sentence Transformers loading hang vs siglip2 zero-probabilities issue; unrelated." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an unrecognized image-processor error; not clearly the same concrete bug." + "reason": "Local dataset loading failure vs LlamaConfig head_dim validation; unrelated." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE loading errors are different problems." + "reason": "sync_gpus generation-state bug vs cache-length behavior; similar generation area, different bug." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Missing ReLU in the DSA indexer and torch.split return-value concerns are distinct implementation issues." + "reason": "sync_gpus generation-state bug vs Kosmos2.5 OCR index error; unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "AutoImageProcessor import failure and Qwen2.5-VL import failure are different symbol-loading problems." + "reason": "Missing SAM 3 Video attribute vs MoonshineStreaming off-by-one windowing; unrelated." } ] }, @@ -15658,36 +15530,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:22355", "issue:27957", "issue:28218", - "issue:30990", - "issue:33357", "issue:39379", "issue:39401", + "issue:41628", "issue:42757", - "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43122", - "issue:43232", "issue:43408", - "issue:43540", - "issue:43576", - "issue:43644", - "issue:43646", - "issue:43756", - "issue:43784", + "issue:43824", "issue:43986", "issue:44038", - "issue:44060", "issue:44188", "issue:44261", + "issue:44263", + "issue:44279", + "issue:44327", + "issue:44360", "issue:44373", "issue:44483", "issue:44568", @@ -15695,253 +15561,251 @@ "issue:44964", "issue:45092", "issue:45278", + "issue:45310", + "issue:45357", "issue:45381", "issue:45406", - "issue:45593", - "issue:45600", "issue:45753", "issue:46002", + "issue:46050", "issue:46172", "issue:46305", + "issue:46328", "issue:46369", "issue:46402", + "issue:46655", + "issue:46664", + "issue:46726", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44829|issue:46002", "issue:45381|issue:46305", - "issue:43408|issue:46402", "issue:44964|issue:47059", + "issue:43408|issue:46402", "issue:44483|issue:45406", - "issue:44829|issue:46002", - "issue:42831|issue:44038", + "issue:42831|issue:45753", "issue:22355|issue:28218", - "issue:44261|issue:45092", - "issue:43576|issue:43784", - "issue:43784|issue:45600", "issue:44188|issue:44373", - "issue:43644|issue:46305", - "issue:42831|issue:45753", - "issue:39401|issue:44568", - "issue:43756|issue:44060", + "issue:46305|issue:46664", "issue:43986|issue:47217", - "issue:42796|issue:43122", - "issue:42886|issue:42994", + "issue:44327|issue:47059", + "issue:39401|issue:44568", "issue:42757|issue:45278", - "issue:39379|issue:46172", - "issue:43408|issue:46369", + "issue:42886|issue:42994", "issue:42886|issue:43066", - "issue:27957|issue:30990", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:43232|issue:45593", - "issue:43646|issue:46002", - "issue:30990|issue:33357", - "issue:42907|issue:44964" + "issue:39379|issue:46172" ], - "prepared_review_unit_hash": "586f5b88914cc335dee9811ace6d111efa9097c26f48fa52f53962a6610895ee", + "prepared_review_unit_hash": "bd26a2dd1cd5bbc193432ed4849952d39bf1f92c73c2200004f66a8a3e3f9bf5", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36006, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35163, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated; many are tokenizer, model-loading, or version-regression reports in the same ecosystem, but the titles do not show the same concrete bug. I would not merge any of the soft pairs.", + "summary": "These items are mostly unrelated standalone transformer bug reports rather than one duplicate cluster. I found no safe soft-edge merges, and there are no PRs in the set.", "confidence": 0.74, - "canonical_issue_reason": "issue:45278 is the broadest representative of the only near-duplicate theme here: import breakage after upgrading Transformers, which can subsume more specific import errors like issue:42757.", + "canonical_issue_reason": "Issue 42886 is the most self-contained, reproducible bug report here: it names an exact version, a clear offline/cache trigger, and a concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue because it describes a wider, user-facing regression after version upgrade and is likely the most useful anchor for triage.", + "best_issue_reason": "It is the clearest standalone user-facing regression report and the easiest issue to use as an anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45381", - "right": "issue:46305", - "accept": false, - "reason": "Different bugs in different subsystems: Qwen2.5-VL video position ids vs MoonshineStreaming sliding-window masking." - }, - { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Both touch SAM3, but one is a model-type warning and the other is missing text-encoder weights; not the same failure." + "reason": "Both are video-related, but one is an off-by-one masking bug and the other is a padding-calculation bug in SmolVLM; different code paths." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Phi-4 multimodal load failure and a Hugging Face Hub CLI test regression are unrelated." + "reason": "Sam3 litetext memory overflow is unrelated to a DIA documentation example bug." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." + "reason": "Both mention DSA indexer, but one is a torch.split return-value issue and the other is a missing ReLU; not the same bug." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Different symptoms and likely different code paths: flash_attention_3 training collapse vs NaNs at checkout/init." + "reason": "FineGrainedFP8 accuracy regression is unrelated to a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "One is a FineGrainedFP8 accuracy problem; the other is a Qwen3-VL-Moe issue under Transformers 5.0." + "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are different problems." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Missing transformers.onnx import and tokenizer added-space behavior are unrelated." + "reason": "Both involve quantization/save flows, but they target different quantization methods and failure modes; not clearly the same underlying bug." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "RMS norm epsilon precision mismatch in MLA is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "Both are backend-missing processor errors, but one is a video-model torchvision crash and the other is an unrecognized image processor path; not enough to call them duplicates." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are separate failures." + "reason": "Generic dependency issue versus a SequenceFeatureExtractor.pad performance bug." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from incorrect visual-encoder keys during save_pretrained." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Torch.compile branching in attention kernels is unrelated to a docstring typo." + "reason": "FP8 accuracy issue and Qwen3-VL-Moe from_pretrained error are unrelated." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to a streaming sliding-window off-by-one." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization compatibility." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite loop are different bugs." + "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are distinct import-surface problems." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs add_special_tokens BOS/EOS)." + "reason": "Flash-Attention-3 training degeneration is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are distinct model-configuration issues." + "reason": "Both are vision/video positional or masking bugs, but they describe different concrete failures and components." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "AutoProcessor missing torchvision crash is different from VL image-placeholder handling in user text." + "reason": "Phi-4 multimodal load failure is unrelated to a huggingface_hub CLI test regression." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer BPE-marker handling and version-to-version tokenization drift are similar in theme but not clearly the same bug or model." + "reason": "Sam3 model-type warning and missing text encoder weights are different Sam3 bugs." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "Chat-completions API request rejection is unrelated to Gemma4Processor missing _tokenizer in transformers serve." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "42757 is one specific missing import; 45278 is a broader import-regression report. Related, but not clearly the same concrete bug." + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Incorrect masked-out mask handling in mllama is unrelated to the deepseek-v4 tensor transpose bug." + "reason": "onnx import failure and tokenizer extra-space behavior are different issues." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "SAM3 type warning/loading mismatch and memory overflow in sam3-litetext are different failure modes." + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo for position_ids." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:46305", + "right": "issue:46664", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different issues." + "reason": "Both are SmolVLM/MoonshineStreaming video issues, but one is an off-by-one window mask and the other is a num_frames semantics problem." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + "reason": "Both involve VL processor handling, but one is missing torchvision in AutoProcessor and the other is an image-placeholder placement failure." }, { - "left": "issue:45381", - "right": "issue:46909", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "Qwen2.5-VL video position ids and a broken DIA documentation example are unrelated." + "reason": "QA decode_spans top-k bounds crash is unrelated to CLI completion attribute errors." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to a documentation example problem." + "reason": "Wrong offset_mapping for Qwen3 tokenizer and missing BOS/EOS for mdeberta-v3-base are different tokenizer bugs." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated code paths." + "reason": "45278 is a broad import-regression umbrella after upgrade; 42757 is one specific missing symbol import, not clearly the same underlying bug." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Non-persistent buffer junk on v5.0.0 is unrelated to NaNs in classification heads after checkout/init." + "reason": "Offline tokenizer cache-loading failure is different from quantized model saving failure." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Sentence Transformers loading hangs and MacOS bus errors with a CLIP model are different problems." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-related regressions." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal instruct are unrelated." + "reason": "Incorrect mllama mask handling and a deepseek-v4 dtype/transpose bug are unrelated tensor-shape/code-path issues." } ] }, @@ -15963,310 +15827,305 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:22355", - "issue:29127", + "issue:27957", "issue:29159", - "issue:36296", + "issue:30990", + "issue:33357", "issue:39401", "issue:41628", - "issue:42175", "issue:42371", - "issue:42757", + "issue:42796", "issue:42907", - "issue:43116", "issue:43122", - "issue:43278", "issue:43329", "issue:43408", - "issue:43452", "issue:43475", - "issue:43824", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", "issue:43937", "issue:43976", "issue:44038", + "issue:44060", "issue:44117", "issue:44222", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44485", "issue:44488", "issue:44521", "issue:44625", "issue:44704", - "issue:44779", "issue:44829", - "issue:44938", "issue:44945", - "issue:45200", - "issue:45216", + "issue:44964", "issue:45278", "issue:45290", - "issue:45478", + "issue:45381", + "issue:45600", + "issue:46002", "issue:46172", "issue:46326", - "issue:46614", + "issue:46369", "issue:46762", + "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:43329|issue:47059", - "issue:42907|issue:44945", + "issue:42796|issue:43122", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:43646|issue:46002", + "issue:43540|issue:46909", "issue:44295|issue:44297", - "issue:43976|issue:44945", - "issue:39401|issue:44488", - "issue:43122|issue:46326", - "issue:44625|issue:44829", - "issue:39401|issue:44521", + "issue:43576|issue:43784", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:30990|issue:33357", "issue:41628|issue:45278", - "issue:44117|issue:44704", + "issue:43976|issue:44945", + "issue:43784|issue:45600", "issue:42371|issue:44263", "issue:42907|issue:43937", - "issue:22355|issue:29159", - "issue:43122|issue:44521", - "issue:44704|issue:45290", - "issue:43408|issue:43475", - "issue:42907|issue:43452", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:43329|issue:47059", + "issue:44625|issue:44829", "issue:44360|issue:44485", - "issue:46172|issue:46762", + "issue:43122|issue:46326", + "issue:44704|issue:45290", "issue:44038|issue:44297", - "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:45216|issue:45478", + "issue:43122|issue:44521", + "issue:46172|issue:46762", + "issue:43408|issue:43475", "issue:44038|issue:44295", - "issue:44038|issue:44222", - "issue:43122|issue:44779", - "issue:39401|issue:46614", - "issue:22355|issue:29127", - "issue:43278|issue:44945", - "issue:42175|issue:44938", - "issue:42757|issue:44351", - "issue:36296|issue:43116" + "issue:22355|issue:29159", + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "6795b0693b65375896ad137402f2ea17fcdef95e4c742457b9fac8dc3af0de56", + "prepared_review_unit_hash": "1188992e317067ad4d8889ea2717c121c348cec3d43006550ff34356933981d3", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36434, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "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 mostly a grab bag of unrelated Transformers issues. The only recurring surface themes are tokenizer regressions and import/export failures, but none of the soft pairs look like the same concrete bug or change, so no soft edges are accepted.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43122 is the broadest representative of the strongest recurring theme here: tokenizer behavior regressions across versions. It is more central to the soft-similarity candidates than the very specific model- or environment-specific reports.", + "summary": "This cluster is mostly heterogeneous noise: the soft-similarity pairs point to distinct tokenizer, import, model-loading, and model-architecture bugs rather than true duplicates. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative issue must be chosen, 45278 is the broadest umbrella-style regression report (many import errors after a Transformers version bump) and is the closest thing to a cluster anchor, but the surrounding items are still not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best single issue to anchor this noisy cluster because it captures the most general and repeated symptom class among the candidates (tokenization changes/regressions).", + "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is the most general, user-facing regression report and has the broadest scope among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "Multimodal token counting/video processor bug vs a CLI completion regression from huggingface_hub; different subsystems and failure modes." - }, - { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." + "reason": "Both are tokenizer-related, but they describe different bugs on different models and versions: BPE marker handling vs version-to-version tokenization drift." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Buffer access for position_ids vs tokenizer_class mismatch on save_pretrained; not the same bug." + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading hangs are unrelated failure modes." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Python version compatibility issue vs pipeline-parallel output corruption; unrelated." + "reason": "SAM3 tracker/model-type warning and sam3-litetext memory overflow are different SAM3 problems." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Qwen3 offset_mapping bug and loading cjvt/sleng-bert are both tokenizer-adjacent but not the same underlying issue." + "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are unrelated." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Both involve tokenization, but one is a cross-version regression and the other is a mistral_common chat-template edge case; not the same defect." + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different symptoms." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + "reason": "Qwen3OmniMoe video-processing ValueError and a documentation example issue are not the same problem." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template bugs with no clear shared code-path." + "reason": "Reading a buffered position_ids tensor and tokenizer_class mismatch on save_pretrained are distinct issues." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "A specific missing AutoImageProcessor import is not the same concrete bug as a broad report of many import errors." + "reason": "Broken transformers env command and a sentence-transformers import NameError are not the same code path." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different from-pretrained path problems." + "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different failures." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "TensorFlow backend packaging and a GlmMoeDsaIndexer tensor split issue are unrelated." + "reason": "Model saving/dequantization and loading Phi-4 multimodal are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Model save/dequantization failure vs invalid GenerationConfig; different code paths." + "reason": "Sentence Transformers hanging on load and a MacOS bus error in CLIP loading are separate runtime issues." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing AutoImageProcessor and broad import errors after upgrade are related only at a very high level; they are not the same concrete bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Generic tokenizer regression across versions vs multimodal assistant_mask generation; not the same bug." + "reason": "Python version compatibility and pipeline parallelism output corruption are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "AutoProcessor kwargs forwarding and chat-template crashes on tool-call messages are different issues." + "reason": "An import-time NameError in sentence-transformers and stale auto_mappings references to removed Sam3LiteText configs are different defects." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "SAM3 tracker model warning and missing fpn_position_embeddings in video vision output are separate SAM3 bugs." + "reason": "TF32 API-setting warnings and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure is not the same as gguf_file breaking from_pretrained loading." + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are different subsystems and bugs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "DSA indexer activation placement and GLM-5 RoPE implementation are unrelated architecture questions." + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are not the same underlying problem." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Deepseek-v4 dtype/transpose bug and Minimax numerical mismatch are model-specific and distinct." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are separate mapping vs loader issues." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe import/model issue and tokenizer save_pretrained class mismatch do not describe the same bug." + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Two import errors, but for different symbols and likely different causes; too broad to treat as one bug." + "reason": "Offset-mapping errors and zero assistant masks for multimodal chat templates are different tokenizer/template bugs." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Example script returning empty labels and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Undefined video-patch variables in multimodal token counting and a CLI breakage from huggingface_hub are unrelated." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Both mention Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not enough evidence of one concrete bug." + "reason": "Qwen3.5 num_labels propagation and degenerate training with flash_attention_3 are different model/config behaviors." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe import failure and position_ids buffer access error are unrelated." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation concerns are not the same bug." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Qwen3-VL-Moe import/load issue and FP8 save_pretrained moe issue are different model bugs." + "reason": "General tokenizer drift across versions and continue_final_message behavior for mistral_common are different issues." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Different tokenization regression reports, but on different models and with different symptoms; not the same code-path problem." + "reason": "Passing kwargs to cached_file and chat-template crashes on tool-call assistant messages are separate code paths." }, { - "left": "issue:39401", - "right": "issue:46614", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer internals." + "reason": "Qwen3-VL-Moe processing issues and tokenizer_class mismatch on save_pretrained are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "onnx import missing vs LayoutLMv3 error-message clarity; unrelated." + "reason": "DeepSeek-V4 tensor transpose behavior and Minimax MSA attention numerical differences are different model-specific bugs." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Embedding dtype drift in eval vs pipeline parallel output corruption are not the same bug." + "reason": "SAM3 tracker/model-type warning and missing fpn_position_embeddings in Sam3VisionEncoderOutput are related to SAM3 but are different concrete failures." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Backend dependency packaging and Python 3.14 load failure are different environment issues." + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained on MoE models are different code paths." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both are import errors, but one is huggingface_hub and the other is transformers; not the same underlying defect." + "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency are unrelated issues." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Tensor parallel training bug and empty multi-label example output are unrelated." + "reason": "Qwen3-VL-Moe problems and reading a buffered position_ids tensor are not the same bug." } ] }, @@ -16288,37 +16147,44 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28348", + "issue:22355", + "issue:29127", + "issue:36296", "issue:38617", "issue:39379", - "issue:42371", + "issue:39401", + "issue:42175", "issue:42673", + "issue:42757", "issue:42898", + "issue:42907", "issue:43066", "issue:43116", + "issue:43122", "issue:43232", + "issue:43278", + "issue:43452", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", - "issue:43874", + "issue:43824", "issue:43937", "issue:43976", "issue:44038", - "issue:44075", "issue:44188", + "issue:44351", "issue:44355", "issue:44483", "issue:44485", - "issue:44610", "issue:44625", "issue:44779", - "issue:44936", - "issue:44995", + "issue:44938", + "issue:44945", "issue:45072", "issue:45083", + "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -16328,235 +16194,236 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46640", - "issue:46697", - "issue:46710", - "issue:46726", - "issue:46829", "issue:46877", - "issue:46909", - "issue:46981", "issue:47217" ], "soft_pairs": [ + "issue:42907|issue:43452", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:28348|issue:46640", + "issue:43937|issue:44485", "issue:42898|issue:46614", + "issue:38617|issue:45278", "issue:44483|issue:47217", - "issue:43611|issue:46002", - "issue:43937|issue:44485", "issue:43976|issue:45446", - "issue:38617|issue:45278", - "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", "issue:42673|issue:45072", - "issue:44995|issue:46697", + "issue:45357|issue:45478", "issue:44625|issue:46002", - "issue:43066|issue:44779", - "issue:43116|issue:43493", - "issue:45083|issue:45446", - "issue:44038|issue:45478", - "issue:44610|issue:46909", - "issue:44075|issue:44936", "issue:44355|issue:46231", - "issue:43618|issue:46829", - "issue:43066|issue:46710", - "issue:43116|issue:43825", - "issue:46726|issue:46981", - "issue:42371|issue:43874" + "issue:43116|issue:43493", + "issue:45083|issue:45446" ], - "prepared_review_unit_hash": "5a22c058a858bf51aa3f703280723dda44cdd0ed68946c92c88149ec10c823a3", + "prepared_review_unit_hash": "98b85abb6eee051b2c370d8cad435940e8ccaa452e250001fc96d24e85f17ed0", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34932, - "estimated_input_tokens": 8733, - "estimated_eval_tokens": 17722 + "soft_pair_count": 29, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share a vague theme (Transformers v5 regressions, model-specific bugs, or doc/import issues) but not the same concrete bug or code path. I would not merge any pair as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45278 is the best umbrella-style representative because it is the broadest regression report in the set and most plausibly captures the general \u2018imports broke after upgrade\u2019 theme, even though the cluster is not actually one duplicate set.", + "summary": "The set is mostly heterogeneous: import/export regressions, tokenizer bugs, model-specific generation issues, docs, and performance problems. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates. No PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes multiple import failures after upgrading from 4.57.0 to 5.5.0, which makes it the most plausible representative for the import-regression slice of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable single issue to anchor this noisy cluster since it is broad, user-facing, and closer to an overarching regression than the other very specific model/documentation reports.", + "best_issue_reason": "Issue 45278 is the best global representative because it is the most general and likely to subsume closely related import-error reports; the others are mostly narrow, model-specific, or unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different bugs: mllama masked-out mask handling vs generation kwargs after sync_gpus." + "reason": "One is a save/dequantization failure for Ministrals/Devstrals; the other is a gguf/from_pretrained loading breakage. Different code paths and failure modes." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different model paths and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop on one image." + "reason": "Both involve Qwen3.5, but one is a save_pretrained checkpoint regression and the other is a from_pretrained loading error. Not the same concrete bug." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Unrelated areas: attention kernel branching under torch.compile vs feature extractor padding performance." + "reason": "Both are import errors, but for different symbols and likely different missing exports/dependencies. Too broad to treat as the same bug." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "One is a docs parameter mismatch, the other is import-time stderr/stdout noise; not the same bug." + "reason": "Both are tokenizer regressions across v5, but they affect different models and behaviors. No evidence they share one root cause." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified issue; not enough evidence of the same concrete fix." + "reason": "Different functionality entirely: example multi-label classification output vs Gemma 4 text-only fine-tuning inputs." }, { - "left": "issue:42898", + "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Tokenization v5 behavior change vs stale phonemizer backend state are different problems." + "reason": "Different tokenizers and different bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Different request-validation failures: chat/completions rejection vs VL image-placeholder handling." + "reason": "Both are import failures, but one is from huggingface_hub and the other from transformers. Different missing names, not one bug." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated code paths." + "reason": "Tensor-parallel training bug vs an example script returning empty multi-label results. No shared code-path evidence." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation." + "reason": "A missing transformers.onnx module import vs a LayoutLMv3 error-message clarity issue. Not duplicates." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Different regression classes: Python version compatibility vs a PyTorch-version guard for AuxRequest import." + "reason": "One is a dtype mismatch between train/eval; the other is incorrect output under pipeline parallelism. Distinct runtime issues." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "45278 is a broad import-regression umbrella, but 38617 is a specific missing symbol; not the same underlying bug." + "reason": "Backend dependency packaging issue vs Python 3.14 load failure. Different platform/support regressions." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Both concern Qwen3.5 MoE, but one is save_pretrained key serialization and the other is from_pretrained loading failure." + "reason": "mllama mask handling vs generation kwargs after sync_gpus. Different model logic and different failure points." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different issues." + "reason": "SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop-on-image bug. Different models and symptoms." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Stale indexer cache crash on second forward pass vs image over-padding; no shared bug." + "reason": "Attention-kernel divergence under torch.compile vs an inefficiency in SequenceFeatureExtractor.pad. Not the same bug." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "Documentation parameter mismatch vs noisy diagnostics printed at import time. Different issue types and effects." }, { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer decoder type mismatch vs DeepSeek tokenizer regression are related in theme only, not the same defect." + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error for GLM-5 vs a RoPE implementation discussion. Related model family, but not the same concrete defect." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Example script empty multi-label results vs SigLIP2 implementation discrepancy are unrelated." + "reason": "Tokenizer cleanup behavior change in v5 vs stale phonemizer language state. Unrelated tokenizer subsystems." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Feature-length helper behavior in qwen3_omni_moe vs flex_attention import guard are unrelated." + "reason": "A specific missing import from configuration_utils is not the same as a broad post-upgrade import-failure umbrella; likely related in theme but not duplicate-level identical." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Both mention Qwen3.5/5.x regressions, but one is a model bug and the other is a from_pretrained loading error." + "reason": "OpenAI-compatible chat/completions request rejection vs VL image-placeholder handling. Different API surface and bug mechanism." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Processor/model input-size mismatch vs broken documentation example; different artifacts and fixes." + "reason": "Python version compatibility failure vs an incorrect PyTorch version check in flex_attention. Separate compatibility bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Optimizer SGD args ignored vs trainer.evaluate after train are separate training-loop issues." + "reason": "Both mention Qwen3 MoE, but one is a broad transformers 5.0 issue and the other is a specific from_pretrained error in 5.4+. Not enough to merge." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Compiled Python file execution errors vs documentation parameter typo; unrelated." + "reason": "Base-model-prefix loading regression vs NaNs in classification heads. Different subsystems and symptom classes." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Both involve model outputs, but they are different models and different output-field bugs." + "reason": "Both are tokenizer regressions, but one concerns decoder type and the other incorrect DeepSeek tokenization results. No concrete shared root cause." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer decoder-type regression vs accuracy regression on DeepSeek-R1 are not the same code path." + "reason": "VRAM leak in multi-threaded dataloader use vs dtype mismatches in bfloat16 inference. Distinct problems." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Example script classification output bug vs pipeline translation-task message regression are unrelated." + "reason": "Both are Qwen3.5 serialization/loading issues, but one is incorrect visual-encoder keys on save_pretrained and the other is a from_pretrained error for MoE. Different failure paths." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Missing vision backend error vs repeated HTTP 429 retries in AutoProcessor.from_pretrained are different failure modes." + "reason": "num_labels propagation bug in Qwen3.5 vs NaNs in classification heads. Different model state and failure behavior." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file runtime errors vs a documentation typo. Not comparable bug reports." + }, + { + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "TF32 settings API guidance vs missing image-patch method in GLM46V are unrelated." + "reason": "Feature-extractor length helper behavior in qwen3_omni_moe vs a PyTorch version-check issue in flex_attention. Different code paths." } ] }, @@ -16578,297 +16445,276 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:28348", "issue:33453", "issue:39379", "issue:39401", "issue:42222", - "issue:42617", + "issue:42371", "issue:42673", "issue:42796", "issue:43064", - "issue:43208", + "issue:43066", + "issue:43116", "issue:43441", - "issue:43450", + "issue:43618", "issue:43673", "issue:43688", "issue:43824", + "issue:43825", "issue:43827", + "issue:43874", "issue:43937", - "issue:43986", "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", - "issue:44410", - "issue:44466", + "issue:44610", "issue:44704", - "issue:44779", - "issue:44977", + "issue:44936", + "issue:44995", "issue:45071", - "issue:45081", "issue:45092", - "issue:45310", - "issue:45341", "issue:45405", "issue:45446", "issue:45563", "issue:45588", - "issue:45632", - "issue:46002", "issue:46077", "issue:46328", - "issue:46512", - "issue:46752", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", "issue:46762", - "issue:46894", - "issue:46897", + "issue:46829", + "issue:46909", "issue:46981", "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:43992|issue:44704", - "issue:42673|issue:42796", + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:43066|issue:46710", "issue:46328|issue:47116", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:28348|issue:46640", "issue:43827|issue:45446", - "issue:39379|issue:43688", + "issue:42673|issue:42796", "issue:33453|issue:39401", + "issue:44995|issue:46697", + "issue:45092|issue:46762", "issue:43824|issue:46981", "issue:43673|issue:46328", - "issue:45092|issue:46762", + "issue:44263|issue:46762", "issue:43064|issue:43673", - "issue:44291|issue:45071", + "issue:39379|issue:43688", "issue:45405|issue:45446", "issue:43937|issue:45563", - "issue:44117|issue:45588", "issue:42222|issue:47000", - "issue:44263|issue:46762", - "issue:42222|issue:43441", "issue:44380|issue:46077", - "issue:44466|issue:46002", - "issue:42222|issue:46752", - "issue:39379|issue:46897", - "issue:43937|issue:44977", - "issue:44117|issue:45081", - "issue:42617|issue:45341", - "issue:45071|issue:46512", - "issue:43450|issue:43986", - "issue:39401|issue:44779", - "issue:43208|issue:46894", - "issue:45632|issue:46981", - "issue:44410|issue:45310" + "issue:44117|issue:45588", + "issue:42222|issue:43441", + "issue:44291|issue:45071" ], - "prepared_review_unit_hash": "bc5ef7f86a009a055759387c46ff989b5b779528f4a12358ba3b4ad24307abd6", + "prepared_review_unit_hash": "71cf3316f8a4efedd35c0227d57c2214f95c5fde685e4a40301fbee1fbad11ee", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36552, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "soft_pair_count": 27, + "serialized_chars": 35577, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated standalone bugs spanning tokenizers, model loading, training, generation, and docs. I rejected all soft edges because none look like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "If one issue must represent the cluster, issue 39401 is the cleanest single bug report: it is specific, reproducible, and tightly scoped to a concrete tokenizer symptom (wrong offset_mapping).", + "summary": "No soft pair looks like the same underlying bug/change; they span unrelated models, APIs, and regressions, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46640 is the broadest/most generic issue in the set, so it is the best cluster placeholder if one must be chosen, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 39401 is the most actionable representative because it names a precise failure mode and likely root area, unlike the broader regression or framework-level reports.", + "best_issue_reason": "issue:46640 is the most general and open-ended issue title, making it the least specific and most plausible representative of this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Different subsystems: UMT5 encoder weight loading vs AutoProcessor/cached_file kwargs plumbing." - }, - { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + "reason": "OmDet-Turbo input-size mismatch and a DIA documentation example bug are unrelated." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Feature-extractor padding performance issue vs streaming pipeline regression; different code paths." + "reason": "TF32 API-settings guidance and GLM46V image-patch AttributeError affect different code paths." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Docs mentioning removed pipeline() APIs is unrelated to a flex_attention version check bug." + "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are different trainer/optimizer problems." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "Different models and failures: mllama mask logic vs MoE auxiliary-loss normalization." + "reason": "Both are output-field bugs, but in different model outputs and with different symptoms." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "Generic tokenizer-loading regression is too broad to be the same as Qwen3 offset_mapping correctness." + "reason": "Missing-vision-backend handling in AutoProcessor and repeated 429 retries are unrelated fetch/load issues." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "ImportError for Qwen2_5_VL class is unrelated to repeated HTTP 429 retries in AutoProcessor." + "reason": "Tokenizer decoder-type mismatch and accuracy regression in DeepSeek are not the same bug." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "Generation cache bug and feature-extractor padding performance are unrelated." + "reason": "Feature-extractor padding performance and streaming pipeline regression are distinct issues." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is unrelated to Minimax MSA numerical differences." + "reason": "Example script multi-label output bug and pipeline task-message bug are unrelated." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Distributed optimizer-state corruption is a different training bug from missing generation cache in chunked prefill." + "reason": "UMT5 weight loading and AutoProcessor kwargs propagation involve different subsystems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Both involve v5/meta-init themes, but one is an init_empty_weights argument mismatch and the other is a PretrainedConfig typing regression." + "reason": "GPT-2 flash-attention support request is not the same as a generic Flash Attention 2 issue." }, { - "left": "issue:45405", + "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "PEFT version bump issue is unrelated to the flex_attention import version check." + "reason": "v5 docs still mentioning pipeline() and a flex_attention PyTorch version check are unrelated." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are distinct generation issues." + "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to flash_attention crash on sink-less models." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same code-path failure." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "vitpose import/breakage is unrelated to RTDetrLoss infeasible cost-matrix failure." + "reason": "GlmMoeDsa stale indexer cache and Swin2SR over-padding are unrelated model/preprocessor issues." }, { - "left": "issue:44263", + "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerics." + "reason": "Remote-code meta-init incompatibility and Minimax attention numerical differences are distinct problems." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention generation bug." + "reason": "Qwen2_5_VL import failure and HTTP 429 retry behavior do not share an underlying bug." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Both are attention-related, but GPT2 scaling and Gemma4 bidirectional mask construction are different bugs." + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "Serialization of lm_head.weight by device is unrelated to NaNs in classification heads after checkout/init." + "reason": "GlmMoeDsa torch.split handling and Minimax MSA numerical differences are different attention/indexing bugs." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "vitpose model breakage is unrelated to empty-list apply_chat_template crash." + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate distributed-training issues." }, { "left": "issue:39379", - "right": "issue:46897", - "accept": false, - "reason": "mllama masked-out mask handling is not the same as Florence2 training-loss double-shift." - }, - { - "left": "issue:43937", - "right": "issue:44977", - "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is unrelated to Qwen3.5 FlashAttention generation failure." - }, - { - "left": "issue:44117", - "right": "issue:45081", + "right": "issue:43688", "accept": false, - "reason": "Tokenizer mapping None bug is different from Mistral regex patch crashing on backend_tokenizer absence." + "reason": "mllama mask handling and auxiliary-loss normalization are different model-training bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a small testing_utils.py bug." + "reason": "Unreleased PEFT minimum version and AuxRequest import version check are unrelated release/compatibility issues." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are not the same defect." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are different problems." + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Both are tokenizer bugs, but different models and symptoms: Qwen3 offset_mapping vs Deepseek tokenization output regression." + "reason": "GPT-2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different attention bugs." }, { - "left": "issue:43208", - "right": "issue:46894", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "xLSTM training blockers are unrelated to CohereASR training-loss double-shift." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crashes are unrelated." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Local trust_remote_code cache collisions are unrelated to AutoProcessor retry behavior on HTTP 429." + "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend issues." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are not the same underlying bug." } ] }, @@ -16890,285 +16736,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:38617", + "issue:39379", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42831", - "issue:43066", - "issue:43097", + "issue:42617", "issue:43122", "issue:43408", - "issue:43673", + "issue:43450", "issue:43742", - "issue:43931", "issue:43937", - "issue:44075", - "issue:44077", - "issue:44220", + "issue:43986", + "issue:44117", "issue:44261", - "issue:44263", "issue:44410", - "issue:44483", + "issue:44466", "issue:44484", - "issue:44485", - "issue:44493", "issue:44496", "issue:44704", + "issue:44779", "issue:44829", "issue:44877", "issue:44933", + "issue:44977", "issue:45071", + "issue:45081", "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45464", "issue:45478", "issue:45561", - "issue:45656", + "issue:45632", + "issue:46002", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", + "issue:46512", + "issue:46617", + "issue:46752", "issue:46762", + "issue:46897", "issue:46981", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:43408|issue:43742", + "issue:42222|issue:46752", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:46512", "issue:44829|issue:45216", "issue:45071|issue:47059", - "issue:45341|issue:45561", + "issue:43450|issue:43986", + "issue:44117|issue:45081", "issue:45341|issue:46328", - "issue:44704|issue:47110", - "issue:44877|issue:46231", + "issue:42617|issue:45341", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:45632|issue:46981", "issue:38617|issue:41628", "issue:43122|issue:46298", - "issue:39401|issue:46209", "issue:42222|issue:46178", - "issue:43937|issue:44496", + "issue:44877|issue:46231", + "issue:39401|issue:46209", "issue:42371|issue:44261", - "issue:38617|issue:44220", - "issue:44933|issue:45278", + "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:44484|issue:45310", - "issue:42371|issue:42831", - "issue:44483|issue:45464", - "issue:44075|issue:45656", - "issue:43097|issue:44493", - "issue:44410|issue:45478", - "issue:43066|issue:43122", - "issue:44077|issue:46981", - "issue:44263|issue:44485", - "issue:43931|issue:44410", - "issue:43673|issue:45341" + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478" ], - "prepared_review_unit_hash": "45f4c130bc140ec89e9f4fed082ce9947ec84f5fc06e91919e43b0a45975894b", + "prepared_review_unit_hash": "8b0d1fc5aa9635c84874b694f171299ab76bc7b6f43a6598b6680c5b132b50de", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34747, - "estimated_input_tokens": 8687, - "estimated_eval_tokens": 17630 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions and model-specific bugs; the only strong duplicate-looking pair is the tokenizer regression around v5 tokenization changes.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43066 is the clearest representative of the tokenizer regression theme and aligns best with the one accepted duplicate-like pair about changed tokenization in v5.", + "summary": "The cluster is highly heterogeneous: import/export regressions, tokenizer bugs, model-specific loading issues, and testing/utilities problems. None of the soft pairs look like the same concrete underlying bug or change, so I rejected them all.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43066 is the best single issue to anchor the cluster because it is specific, regression-oriented, and closest to the accepted soft match.", + "best_issue_reason": "issue:45278 is the best umbrella representative only because it captures a broad import-regression pattern after upgrade; however, the cluster is not a true duplicate set, so this is just the least-bad anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Different models and different failure modes: a sam3_video/sam3_tracker warning versus a MobileLLM key error." + "reason": "VitPose model breakage vs empty-chat-list crash in apply_chat_template; unrelated code paths." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "One is a flash_attention_3 training degeneration issue, the other is a save_pretrained checkpoint regression for Qwen3.5." + "reason": "Different model families and different training bugs; both mention loss-ish behavior but not the same defect." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Type-checking breakage and a cli completion error are unrelated bugs." + "reason": "Serialization of tied weights vs NaNs after checkout/init; not the same bug." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both mention testing_utils, but one is a small utility bug while the other is a pytest-xdist file race; not the same concrete defect." + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained failure; distinct model/config problems." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer offset mapping bug vs Deepseek tokenization regression; different models and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "GLM-5 GenerationConfig validation vs Qwen3.5 flash-attention generation issue; unrelated failures." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor cached_file kwargs handling and special_tokens list shape errors are different code paths." + "reason": "AutoProcessor cached_file kwargs passthrough vs special_tokens type error; different call sites." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Config loading strictness and a documentation parameter-name mismatch are unrelated." + "reason": "PretrainedConfig type-checking regression vs stale dtype after from_config; both config-related but not the same bug." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different root causes." + "reason": "FlashAttention-3 training degeneration vs Qwen3.5 checkpoint serialization regression; different code paths." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Tokenizer output regression and noisy logging are not the same bug." + "reason": "Config type checking vs CLI completion breakage from hub dependency mismatch; unrelated." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Qwen3 tokenizer offsets and FP8 inference on B200 are unrelated." + "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different issues." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Vitpose model breakage and a missing BACKENDS_MAPPING entry are different failures." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; separate tokenizer internals." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "GLM-5 GenerationConfig validation and an unrecognized Olmo-Hybrid model config are unrelated loading errors." + "reason": "Testing-utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "TF32 API behavior and missing rms_norm_eps in MLA layernorm are different issues." + "reason": "3d_parallel.py runtime issue vs testing-utils bug; no shared concrete defect." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + "reason": "Different testing-utils problems: a bug in helper code vs xdist race on captured_info.txt." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "A specific missing import from image_utils is not the same underlying bug as a broad set of import errors after upgrade." + "reason": "Sam3 model-type warning vs MobileLLM key error; unrelated model-loading issues." }, { - "left": "issue:44261", - "right": "issue:46762", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Different numerical bugs in different attention implementations." + "reason": "Cache-path collision for local trust_remote_code models vs repeated 429 retries in AutoProcessor; different failure modes." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "A save_pretrained shard-size question and a Qwen3.5 from_pretrained error are unrelated." + "reason": "Both are import errors, but for different missing symbols and likely different regressions." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues do not match." + "reason": "Tokenizer behavior regression vs noisy logging; not the same bug." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "These are both chat/completions complaints, but they target different endpoints and symptoms." + "reason": "VitPose model files broken vs tensorflow_text backend registration error; unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "SGD argument handling and deepspeed double-step behavior are distinct optimizer bugs." + "reason": "Strict config loading failure vs documentation parameter name mismatch; different scope entirely." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; no shared code path." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE loading errors are different model issues." + "reason": "TF32 API guidance vs missing rms_norm_eps in MLA layernorm; unrelated." }, { - "left": "issue:43066", - "right": "issue:43122", - "accept": true, - "reason": "Both describe the same v5 tokenizer regression: tokenizer behavior/output changed from 4.57.3 to 5.0 and the decoder type is implicated." + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation issue vs unrecognized model/config missing model_type; different root causes." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Patchtsmixer post_init policy and AutoProcessor retry behavior are unrelated." + "reason": "Layernorm epsilon precision issue vs Minimax attention numerical mismatch; distinct model internals." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "A torch.split indexing issue and GLM-5 RoPE implementation are not the same defect." + "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained error; no duplicate relationship." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and qwen3next missing projections are different model-loading problems." + "reason": "Specific missing import from image_utils vs broad import errors after upgrade; related theme but not the same bug." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings vs FileNotFoundError loading cached trust_remote_code model; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Generation cache handling and a testing_utils bug are unrelated." + "reason": "Different instances of Qwen3.5/MoE from_pretrained failure, but not the same concrete bug from the evidence provided." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The accepted 43066/43122 pair is a plausible v5 tokenizer-regression match, while the other pairs are reasonably rejected as different bug classes or code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17183,14 +17041,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:27957", "issue:38617", "issue:41628", - "issue:42757", + "issue:42886", "issue:43012", + "issue:43066", "issue:43097", + "issue:43122", "issue:43208", "issue:43352", "issue:43441", @@ -17198,296 +17058,287 @@ "issue:43531", "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44062", + "issue:44075", + "issue:44077", "issue:44117", - "issue:44246", + "issue:44220", "issue:44261", "issue:44263", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44493", "issue:44829", "issue:44987", "issue:45003", "issue:45071", "issue:45341", - "issue:45372", "issue:45375", - "issue:45440", + "issue:45464", "issue:45478", "issue:45588", + "issue:45656", "issue:45753", - "issue:46050", - "issue:46123", "issue:46172", "issue:46369", - "issue:46701", "issue:46752", - "issue:46821", - "issue:46897", + "issue:46894", "issue:46981", "issue:47116" ], "soft_pairs": [ + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", "issue:46752|issue:47116", "issue:41628|issue:45071", - "issue:43931|issue:44038", - "issue:43012|issue:43577", - "issue:43441|issue:44829", - "issue:43208|issue:46897", - "issue:27957|issue:43352", "issue:43874|issue:44261", - "issue:43097|issue:43452", + "issue:44483|issue:45464", "issue:44484|issue:45478", + "issue:27957|issue:43352", "issue:44263|issue:46172", + "issue:43931|issue:44038", "issue:44360|issue:46172", - "issue:43531|issue:45341", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", "issue:43986|issue:45341", - "issue:44117|issue:44987", "issue:45003|issue:45341", - "issue:44261|issue:44485", - "issue:44246|issue:46981", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:44117|issue:44987", "issue:43097|issue:45588", - "issue:45440|issue:46172", - "issue:45753|issue:46369", - "issue:43986|issue:45372", - "issue:43097|issue:46050", - "issue:43673|issue:46123", - "issue:44410|issue:45375", "issue:43874|issue:44263", - "issue:43097|issue:43873", - "issue:44062|issue:44117", - "issue:44038|issue:44410", - "issue:43012|issue:46821", - "issue:38617|issue:42757", - "issue:44117|issue:46701" + "issue:45753|issue:46369", + "issue:44410|issue:45375" ], - "prepared_review_unit_hash": "75e123ed8bf614d507cc7a9b854f77a22f119fb352231f94ba0a1f9b50220acb", + "prepared_review_unit_hash": "6e635d71852f64017ae8dfbf4311387031056ba39088305ce8c599e8a8f3bf55", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37004, - "estimated_input_tokens": 9251, - "estimated_eval_tokens": 18758 + "soft_pair_count": 31, + "serialized_chars": 36568, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose set of unrelated Transformers/Hugging Face bug reports. None of the soft-similarity pairs look like the same underlying issue, and there are no PRs to compare.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs (imports, model-loading, attention, quantization, tokenizer, and pipeline behavior), so any representative would be arbitrary.", + "summary": "The set is broadly heterogeneous; the soft-similarity pairs mostly share only subsystem keywords, not the same concrete bug. I would reject all soft edges and avoid choosing a single canonical issue for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: these items span unrelated regressions and model-specific failures, with only loose overlap around Transformers v5/load-path topics.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication purposes; the cluster is too heterogeneous for one issue to represent the rest.", + "best_issue_reason": "No single best representative issue stands out; any choice would be arbitrary because the candidates are not one duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Empty chat-template input crash and streaming pipeline regression are different code paths and different failure modes." + "reason": "Both concern optimizer behavior, but one is about SGD args being ignored and the other about an extra optimizer step under DeepSpeed; different bugs." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to PretrainedConfig type checking." + "reason": "ImportError for a config utility and an audio feature-extraction issue are unrelated code paths." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe Transformers 5.0 bug." + "reason": "Both touch GLM-related internals, but one is a torch.split/indexing bug and the other is a RoPE implementation discussion; not the same defect." }, { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "bf16 compilation warnings and Blip2 dtype staying float32 are distinct precision/dtype issues." - }, - { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "FlashAttention failure on Ministral and degenerate training with flash_attention_3 are different model/code-path bugs." + "reason": "Both are tokenizer regressions in v5, but one is a decoder-type mismatch and the other is changed tokenization output; too different to merge." }, { "left": "issue:43208", - "right": "issue:46897", + "right": "issue:46894", "accept": false, - "reason": "xLSTM training bugs and Florence2 loss-shift bug are unrelated model-specific issues." + "reason": "Different models and failure modes: xLSTM training bugs vs a CohereASR double-shift loss bug." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and NemotronHForCausalLM not supporting FA2 are different model support gaps." + "reason": "Both are v5 regressions, but one is an API removal and the other is unexpected position-id keys; not the same root cause." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "Missing image-patch helper and missing rms_norm_eps in MLA q_a_layernorm are unrelated." + "reason": "PatchTSMixer post_init policy and HF_ENDPOINT 429 retry behavior are unrelated issues." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Removed tie_embeddings option and gguf_file loading breakage are unrelated model/config loading bugs." + "reason": "Both involve Qwen-family models, but one is a load-time shape mismatch and the other is missing projections in a different architecture variant." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A max_shard_size default question is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Generation cache/chunked_prefill behavior and a testing_utils bug are unrelated." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 comb transpose are different tensor-operation bugs." + "reason": "An empty chat-template list crash and a streaming pipeline regression are different failures with different code paths." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Missing ReLU in the DSA indexer has nothing to do with deepseek-v4 dtype/transpose behavior." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-config bugs." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Missing torchvision for video model loading is unrelated to the testing utility bug." + "reason": "Both involve chat/completions, but one is a request acceptance problem and the other is a Qwen3.5 streaming inference failure." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer mapping None and loading physical-intelligence/fast are different root causes." + "reason": "Saving shard size behavior and a Qwen3.5-MoE from_pretrained error are unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + "reason": "Both mention Flash Attention 2, but they are model-specific unsupported-feature reports for different architectures." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "MLA rms_norm_eps precision bug and GLM-5 RoPE implementation bug are distinct model-specific problems." + "reason": "GLM DSA indexing/split handling and deepseek-v4 transpose behavior are unrelated code paths." }, { - "left": "issue:44246", - "right": "issue:46981", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Slow imports and repeated 429 retries in AutoProcessor are different performance/retry issues." + "reason": "Both are Qwen3-VL-family loading issues, but one is a weight-shape mismatch and the other is a broader v5 compatibility bug." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "tie_embeddings removal and flash_attention s_aux=None crash are unrelated." + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor-transpose issue are not the same bug." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is broader than the specific deepseek-v4 comb transpose bug." + "reason": "Both mention Flash Attention, but one is an integration crash and the other is training degradation with FA3; different concrete problems." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Qwen3_5 image infinite loop and sam3-litetext memory overflow are different symptoms, models, and fixes." + "reason": "Both are dtype-related, but one is a compiler warning and the other is a model-loading dtype propagation bug." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Video-model loading without torchvision and ReasoningEffort import failure are unrelated dependency issues." + "reason": "One is a removed config field, the other is gguf_file breaking model/tokenizer loading; not the same issue." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and broken sinq save/load are not the same bug." + "reason": "Missing rms_norm_eps and a GLM-5 RoPE implementation bug are different model-internal concerns." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Chunked-prefill cache missing and final-batch results being dropped are different generation pipeline bugs." + "reason": "A torchvision-dependent AutoProcessor crash and a testing_utils bug are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are separate config/model issues." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:42886", + "right": "issue:46981", "accept": false, - "reason": "Image-patch counting helper missing and torch.split return handling are unrelated." + "reason": "Offline cache loading failure and repeated 429 retries via HF_ENDPOINT are both hub-related, but they are distinct failure modes." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Removed embedding-tying option and quantization offloading failure are different areas and fixes." + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing_utils." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer mapping None are distinct tokenizer-loading bugs." + "reason": "Both are load-time regressions, but one is a mapping-name None assumption and the other is a model-specific failure for physical-intelligence/fast." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Qwen3-VL-Moe failure and qwen3next missing projections are different model families and code paths." + "reason": "A removed config field and a flash_attention.py AttributeError on s_aux=None are unrelated." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "bf16 compile warnings and TimesFM window_size AttributeError are unrelated." + "reason": "Missing get_number_of_image_patches and torch.split return-value handling are different bugs in different model classes." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Different missing imports from different modules; these are not the same underlying breakage." + "reason": "Qwen3_5 infinite-loop behavior on one image and SAM3-LiteText memory overflow are unrelated symptoms and code paths." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer mapping None and DiffusionGemma image-text-to-text pipeline failure are unrelated." + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes field in a different config are separate model-definition issues." } ] }, @@ -17509,46 +17360,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:38617", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", "issue:43064", - "issue:43066", + "issue:43097", "issue:43208", - "issue:43352", "issue:43502", - "issue:43526", "issue:43550", - "issue:43825", + "issue:43673", "issue:43827", - "issue:43906", - "issue:43976", + "issue:43873", "issue:43986", "issue:43992", "issue:44038", - "issue:44077", - "issue:44162", - "issue:44230", + "issue:44062", + "issue:44117", "issue:44315", "issue:44351", - "issue:44368", "issue:44380", + "issue:44410", "issue:44451", "issue:44484", "issue:44655", "issue:44704", - "issue:44734", "issue:44936", "issue:44938", "issue:45103", - "issue:45479", - "issue:45584", + "issue:45372", + "issue:45440", "issue:45712", "issue:45753", - "issue:46132", + "issue:46050", + "issue:46123", "issue:46172", "issue:46178", "issue:46298", @@ -17556,266 +17404,260 @@ "issue:46421", "issue:46655", "issue:46664", + "issue:46701", "issue:46710", "issue:46752", + "issue:46821", + "issue:46897", "issue:47116" ], "soft_pairs": [ - "issue:46655|issue:46664", + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:44062|issue:44117", "issue:46298|issue:46752", - "issue:43986|issue:44484", - "issue:46172|issue:46710", "issue:38617|issue:44351", + "issue:43097|issue:43873", "issue:42890|issue:46298", + "issue:43012|issue:46821", + "issue:43986|issue:44484", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:46172|issue:46710", "issue:44704|issue:45103", "issue:44936|issue:46365", - "issue:43502|issue:43992", - "issue:43208|issue:43550", "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43066|issue:43906", - "issue:43012|issue:44368", - "issue:43825|issue:44655", - "issue:43827|issue:47116", + "issue:43012|issue:43550", "issue:43992|issue:44484", - "issue:43352|issue:43976", - "issue:45584|issue:46365", - "issue:44734|issue:47116", - "issue:44038|issue:44230", - "issue:44162|issue:46172", - "issue:43208|issue:43526", - "issue:44380|issue:46132", - "issue:43352|issue:44380", - "issue:44077|issue:46365", - "issue:44380|issue:45479" + "issue:43827|issue:47116" ], - "prepared_review_unit_hash": "21945d3c8a6de1dc0ed17d0439007f4361142e5602749f7c95f0051614935cd4", + "prepared_review_unit_hash": "6326768f377e19e1796095adaffbaa484b3d0dfbf3352706a168308d4a04731e", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37752, - "estimated_input_tokens": 9438, - "estimated_eval_tokens": 19132 + "soft_pair_count": 31, + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are not one duplicate cluster; they span many unrelated bugs/regressions. I found no soft-edge pair that is safe to merge, so all candidate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous: the soft pairs share broad subsystem themes, but they do not describe the same underlying bug or change. No soft edge should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the strongest representative issue here: it is a concrete, high-impact training-state regression with a precise config and clear failure mode, making it the best anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest standalone issue here: concrete, user-facing, and narrowly scoped to a single code path (`local_files_only=True` still triggering network requests).", + "best_issue_reason": "issue:43097 has the best triage value as a canonical issue: specific reproduction, serious correctness impact, and a well-bounded fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-family models, but one is an implementation divergence and the other is a dtype/transpose bug in a different model path." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention chunked/prefill or generation behavior, but one is a cache initialization issue and the other is a pipeline batching bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both are SmolVLM video-processor bugs, but one is about padding math and the other about `num_frames` semantics; related subsystem, different underlying defects." + "reason": "Different model families and different missing pieces: a general v5 bug vs missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve unrelated symbols from different packages/modules and different root causes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is optimizer-state corruption under FSDP/PEFT; the other is quantized model serialization after save/load." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is a different failure mode from Liger Kernel not being applied with `model_init`; not the same bug." + "reason": "Both involve training infrastructure, but one is incorrect optimizer state on ranks and the other is Liger kernel not being applied with model_init." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Noisy logging and `apply_chat_template` crashing on empty input are unrelated behaviors in different code paths." + "reason": "Both affect processor/model loading, but they fail for unrelated dependency/import reasons and different processor paths." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "AutoProcessor failing without torchvision and `max_shard_size` defaulting to 50GB are distinct issues." + "reason": "Both are training bugs, but one is a cluster of xLSTM issues and the other is a Florence2 double-shift loss issue." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model area, but one is a padding calculation bug and the other is a semantic mismatch for num_frames; not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer failures: AddedToken argument collision versus TOKENIZER_MAPPING_NAMES unexpectedly returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "A specific tensor operation bug in DeepSeek-v4 is not the same as an accuracy regression after a Transformers upgrade." + "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols (`layer_type_validation` vs `HybridCache`) and different breakages." + "reason": "Both are import-related, but they concern different missing symbols in different modules and separate breakages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is wrong optimizer state placement during training; the other is offloading behavior under quantization." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Seed-related test flakiness and a noisy logging message are unrelated." + "reason": "Test flakiness from missing set_seed is unrelated to a logging-noise issue." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are different subsystems and failures." + "reason": "A PyTorch bfloat16 warning and a TimesFM window_size AttributeError are different bugs with different code paths." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading dependency failure and shard-size default behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Trainer evaluation failure after training is unrelated to failing to import `Trainer` due to `datasets` interference." + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are separate issues." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Network requests despite `local_files_only=True` and missing `embed_tokens.weight` in UMT5Encoder are separate loading bugs." + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different loading bugs." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A model code-path dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve processor-related code, but one is kwargs propagation and the other is docstring parsing under future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "The xLSTM report bundles training blockers, while Bamba+SDPA+`torch.compile` is a model/backend-specific compile bug." + "reason": "Trainer.evaluate failing after train and inability to import Trainer due to datasets are unrelated failure modes." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "Loading `vesteinn/ScandiBERT` and a streaming pipeline regression are not the same code-path problem." + "reason": "Model loading failure for a specific checkpoint and a streaming pipeline regression are different problems." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + "reason": "Attention-scaling behavior in GPT2 backends and cache lazy-init recompilation under chunked prefill are not the same bug." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and an unsupported `tensorflow_text` backend error are different compatibility issues." + "reason": "Python 3.14 load failure and a backend mapping error for tensorflow_text are separate compatibility issues." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to streaming pipeline continuation behavior." + "reason": "Training optimizer-state corruption and a streaming pipeline regression are unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite looping on a specific image are different model behaviors." + "reason": "A save/load failure for dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite looping on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "A dequantized-model save bug is not the same as inability to save Pipeline objects." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A bfloat16 compile warning is not the same concrete defect as Bamba failing under SDPA with `torch.compile`." + "reason": "Both mention save_pretrained, but one is about model dequantization persistence and the other about saving Pipeline objects." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Cleanup of leftover dummy classes is unrelated to a noisy logging message." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not the same bug." + "reason": "Left is leftover dummy classes and repo hygiene; right is a noisy logging message." }, { "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "These are two different warning/regression reports with different triggers and code paths." - }, - { - "left": "issue:43825", - "right": "issue:44655", + "right": "issue:43550", "accept": false, - "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." + "reason": "A precision warning during bfloat16 compilation and a Bamba torch.compile SDPA failure are different issues." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing `embed_tokens.weight` and default shard size are different model-loading/saving problems." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Flash-Attention support for Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." - }, - { - "left": "issue:45584", - "right": "issue:46365", - "accept": false, - "reason": "Whisper empty-transcription failure and `Trainer` import interference from `datasets` are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Qwen3-VL-Moe breakage and fp8 inference support are different model/backend issues." - }, - { - "left": "issue:44162", - "right": "issue:46172", - "accept": false, - "reason": "ESM2 breakage in general workflows is not the same as a specific DeepSeek tensor-indexing bug." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training blockers and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." - }, - { - "left": "issue:44380", - "right": "issue:46132", - "accept": false, - "reason": "GPT2 attention scaling being ignored is unrelated to `AttentionInterface.register` changing registered function behavior." + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default in save_pretrained." }, { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Both involve attention/backend behavior, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; different fixes." - }, - { - "left": "issue:44077", - "right": "issue:46365", - "accept": false, - "reason": "`patchtsmixer` post-init policy and `Trainer` import failure due to `datasets` are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "Ignoring GPT2 attention scaling in backend kernels is not the same as degenerate zero loss for single-label classification." + "reason": "Docs still referencing pipeline() and a runtime streaming pipeline regression are not the same underlying change." } ] }, @@ -17837,324 +17679,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:36010", "issue:36683", "issue:38617", "issue:42175", "issue:42757", - "issue:42831", "issue:42890", "issue:42994", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", - "issue:43299", + "issue:43208", "issue:43352", - "issue:43475", "issue:43502", - "issue:43525", + "issue:43526", + "issue:43550", "issue:43582", - "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43867", + "issue:43825", + "issue:43906", "issue:43976", + "issue:44038", "issue:44077", + "issue:44162", "issue:44222", - "issue:44261", - "issue:44355", + "issue:44230", + "issue:44368", "issue:44380", "issue:44483", "issue:44485", "issue:44514", - "issue:44625", "issue:44655", - "issue:44683", - "issue:44938", - "issue:45216", + "issue:44734", "issue:45276", "issue:45478", - "issue:45593", - "issue:46050", + "issue:45479", + "issue:45584", "issue:46077", + "issue:46132", + "issue:46172", "issue:46298", "issue:46365", - "issue:46512", - "issue:46877", "issue:47059", - "issue:47110" + "issue:47116", + "issue:47276" ], "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:44734|issue:47116", + "issue:45584|issue:46365", "issue:43097|issue:46298", - "issue:36683|issue:43582", - "issue:42757|issue:43824", - "issue:42175|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", "issue:44222|issue:45478", - "issue:43012|issue:44683", + "issue:43012|issue:47276", + "issue:42757|issue:43824", "issue:42890|issue:47059", + "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:43064|issue:44380", - "issue:43756|issue:44485", - "issue:36010|issue:42757", - "issue:42831|issue:44261", + "issue:42175|issue:46365", "issue:44483|issue:44514", - "issue:43618|issue:43761", "issue:38617|issue:43502", - "issue:45276|issue:46077", + "issue:43756|issue:44485", "issue:43618|issue:44380", - "issue:44625|issue:46365", - "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", "issue:42994|issue:44655", - "issue:44625|issue:46077", - "issue:43611|issue:44655", - "issue:44655|issue:46050", - "issue:43352|issue:45593", - "issue:36683|issue:43475", - "issue:44355|issue:46877", - "issue:36683|issue:44077", - "issue:43976|issue:44938", - "issue:46077|issue:46512", - "issue:43867|issue:45216", - "issue:44938|issue:47059", - "issue:36683|issue:47110", - "issue:43618|issue:45216", - "issue:36683|issue:43525" + "issue:43208|issue:43526" ], - "prepared_review_unit_hash": "7cc98d0889d8e4b16244d3afc7102a2c936699159654c40b31b44125b440abaa", + "prepared_review_unit_hash": "0914937f7f8a6a524bc22e137f519374e3c75b95433b358e8782f6dba1455dde", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37306, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "soft_pair_count": 30, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: these are mostly unrelated Transformer regressions, import errors, backend compatibility problems, and model-specific bugs. No soft pair looks like the same concrete underlying change/bug, so all candidate links should be rejected.", - "confidence": 0.24, - "canonical_issue_reason": "No issue is a true duplicate hub for the others; issue 36683 is the most active, concrete bug report in the set and the best representative anchor for this mixed cluster.", + "summary": "This cluster is heterogeneous: the soft pairs share broad terminology (v5, import errors, save/load, model families) but not the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are mostly unrelated standalone bugs, so there is no safe duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 has the strongest discussion signal and a clear, user-facing failure mode, making it the most suitable representative issue even though the cluster does not contain a real duplicate set.", + "best_issue_reason": "issue:43064 is the strongest standalone representative because it describes a concrete, reproducible failure with a specific stack (Trainer v5 + FSDP2 + PEFT + cpu_ram_efficient_loading) and a clear bad-state symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43097", - "right": "issue:46298", - "accept": false, - "reason": "Breaking API removal vs noisy logging message; different symptoms and code paths." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3 config field missing vs Apple Silicon allocator TypeError; unrelated failures." - }, - { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Different missing imports from different modules; both are import errors but not the same bug." + "reason": "Both mention warnings, but they are different warnings in different contexts: bfloat16 compile precision vs tie_word_embeddings in ms-swift." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Packaging/backend selection issue vs Trainer import conflict caused by another dependency." + "reason": "43906 is only a reproduction of another issue and does not establish the same concrete bug as the tokenizer decoder-type regression in v5." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "One is FP8 save_pretrained on MoE, the other is Qwen3.5 MoE from_pretrained; similar model family but different operations and failures." + "reason": "A model-specific Flash Attention support bug and a Python version compatibility issue are unrelated." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Warning-only precision behavior vs a compiled flex_attention failure on newer torch." + "reason": "These concern different models and different failures: xLSTM training bugs vs Bamba SDPA/torch.compile failure." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Test flakiness from missing seeds vs CLI failure from huggingface_hub API change." + "reason": "Pipeline task messaging and pipeline save_pretrained are distinct code paths and distinct bugs." }, { - "left": "issue:43064", + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption vs attention scaling being ignored in SDPA/FlashAttention." + "reason": "Different models and different attention issues; no evidence of the same underlying defect." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Different RoPE bugs in different models; not the same concrete implementation issue." + "reason": "One is a serve KV-cache indexing crash, the other a streaming pipeline regression; too different to treat as one bug." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Different missing imports from different modules; unrelated regressions." + "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." }, { - "left": "issue:42831", - "right": "issue:44261", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "General FP8 accuracy issue vs missing rms_norm_eps causing a precision mismatch." + "reason": "A removed API warning and a noisy logging message are not the same bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "API request rejection vs processor crash on batched chat template input; unrelated paths." + "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are different functionality changes." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Both CLIP regressions, but they affect different returned fields and model classes; not one concrete bug." + "reason": "Different model families and different failure modes; no shared code-path bug is evident." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Import helper missing vs local_files_only still allowing network access; different failure modes." + "reason": "PatchTSMixer post_init validation and Trainer import resolution are unrelated." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Token-embedding resize propagation bug vs bidirectional-attention mask construction bug." + "reason": "Both involve MoE/FP8, but one is save_pretrained and the other from_pretrained; they do not clearly describe the same bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:47276", "accept": false, - "reason": "CLIP output regression vs GPT2 attention backend scaling; different models and code paths." + "reason": "These are different warnings in different subsystems; no duplicate relationship." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Qwen3.5 label propagation bug vs Trainer import conflict with datasets." + "reason": "Import errors from different packages and symbols are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Model loading regression from base_model_prefix handling vs state_dict ordering load error." + "reason": "A flaky model test due to missing set_seed is unrelated to a CLI regression from huggingface_hub 1.22.0." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Quantized model save failure vs Pipeline save_pretrained failure; different objects and serialization paths." + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are entirely different issues." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Gemma4 attention mask bug." + "reason": "Attention scaling being ignored is unrelated to a zero-loss classification bug." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Loading models with base_model_prefix vs saving Pipeline objects; not the same issue." + "reason": "A distributed optimizer-state corruption bug and a GPT2 attention-scaling bug are not the same underlying defect." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Pipeline serialization vs quantized model round-trip after save/load; different concrete bugs." + "reason": "Backend installation metadata and an import-time Trainer conflict are unrelated." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Flash Attention support limitation vs D-FINE auxiliary loss behavior; unrelated." + "reason": "Chat/completions request rejection and batched processor padding behavior are different layers and different failures." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Gemma3 vocab_size attribute missing vs SAM3 output missing fpn_position_embeddings." + "reason": "Missing import symbol and local_files_only network leakage are unrelated." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Compiled Python file loading errors vs import-time docstring logging noise; unrelated." + "reason": "Both mention RoPE, but they concern different models and different implementation issues." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Both are Python compatibility reports, but for different versions and different failure modes." + "reason": "Missing attentions in CLIP output and GPT2 attention-scaling behavior are different bugs." }, { - "left": "issue:45216", - "right": "issue:46077", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Qwen3.5 save_pretrained regression vs Gemma4 attention mask construction." + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated symbol-resolution issues." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Embedding resize propagation vs bidirectional attention masking; different bugs." + "reason": "Gemma4 token embedding resize and Gemma4 bidirectional attention masking are separate model behaviors." }, { - "left": "issue:45478", - "right": "issue:46512", - "accept": false, - "reason": "Qwen3.5 MoE from_pretrained failure vs dtype metadata becoming stale after from_config." - }, - { - "left": "issue:46050", - "right": "issue:46077", - "accept": false, - "reason": "Quantized save/load regression vs Gemma4 attention mask bug." - }, - { - "left": "issue:46298", - "right": "issue:46512", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Noisy logging vs stale config dtype; unrelated." + "reason": "Both are CLIP-related regressions, but one is attentions missing and the other hidden_states missing; not the same concrete bug." }, { - "left": "issue:46365", - "right": "issue:47059", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Trainer import conflict vs CLI completion API break in huggingface_hub." + "reason": "One is a bug report for Qwen3-VL-Moe support in v5, the other is fp8 inference support; not the same issue." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Python 3.14 load failure vs CLI completion attribute mismatch; unrelated." + "reason": "Quantized model save failure and pipeline save_pretrained failure are different save paths." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Gemma3 config missing vocab_size vs special_tokens being the wrong type; different attribute errors." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." } ] }, @@ -18176,311 +17991,318 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28282", "issue:29870", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", - "issue:42548", "issue:42890", - "issue:42898", "issue:43010", "issue:43064", - "issue:43502", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", "issue:43575", + "issue:43611", "issue:43618", "issue:43867", + "issue:43937", "issue:43976", "issue:43992", - "issue:44062", "issue:44075", "issue:44077", - "issue:44112", - "issue:44222", "issue:44246", - "issue:44351", "issue:44355", - "issue:44360", "issue:44393", "issue:44492", - "issue:44734", + "issue:44625", + "issue:44655", "issue:44855", "issue:44908", - "issue:44964", - "issue:45125", + "issue:44938", + "issue:45216", "issue:45278", "issue:45310", "issue:45357", "issue:45375", - "issue:45440", "issue:45478", "issue:45561", "issue:45850", - "issue:46002", + "issue:46050", + "issue:46077", "issue:46202", - "issue:46285", "issue:46365", - "issue:46617", - "issue:46664", + "issue:46512", "issue:46851", - "issue:47000" + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" ], "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", "issue:29870|issue:36296", - "issue:44908|issue:46851", - "issue:44355|issue:44855", "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", "issue:44075|issue:46365", - "issue:43867|issue:46202", + "issue:44908|issue:46851", "issue:29870|issue:33453", + "issue:43867|issue:46202", "issue:44393|issue:47000", + "issue:44355|issue:44855", "issue:36296|issue:43575", + "issue:43010|issue:45850", "issue:43867|issue:45375", - "issue:43618|issue:44077", "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", "issue:42890|issue:45561", "issue:43867|issue:45357", - "issue:43010|issue:43976", - "issue:43010|issue:45850", - "issue:28282|issue:33453", - "issue:44222|issue:45125", - "issue:43992|issue:46002", - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:45125|issue:45375", - "issue:43502|issue:44062", - "issue:42890|issue:44112", - "issue:42890|issue:44964", - "issue:42898|issue:46664", - "issue:44734|issue:46617" + "issue:43992|issue:45478" ], - "prepared_review_unit_hash": "d1a612f22acda47a1c24ec9c78fda8a76b85ea5bcb5c08d282787be7bf8bf076", + "prepared_review_unit_hash": "62a36abaf16263be1193a2fea41d548fe8257b1cd6d18514074d0069f3008ba0", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36574, - "estimated_input_tokens": 9144, - "estimated_eval_tokens": 18544 + "soft_pair_count": 35, + "serialized_chars": 37784, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated regressions. The closest umbrella is import/loading-related breakage, but none of the soft pairs look like true duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes a general wave of import errors after upgrading, which is the closest fit to several of the import/load-related tickets in the cluster.", + "summary": "This cluster is mostly heterogeneous: model-loading/saving regressions, config-attribute bugs, import-time failures, Python-version incompatibilities, and a few task-specific model issues. There are no PRs. I found only one plausible duplicate-style soft edge around import-time slowness; the rest look unrelated or only broadly similar.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance subgroup, with an explicit root cause (model import * usage) and measurable slowdown; it is the only place where a soft duplicate link looks plausible.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative of the cluster\u2019s shared theme, but it is still only an approximate umbrella rather than a true duplicate of the other issues.", + "best_issue_reason": "Issue 43611 is the broadest standalone representative of the cluster\u2019s recurring theme of Transformers 5.x breaking model loading, even though the overall set is too mixed to treat as one true duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", - "right": "issue:36296", - "accept": false, - "reason": "Different failures: BART generate() hits an unbound decoder_attention_mask, while this is a tensor-parallel training bug." - }, - { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Different failures: Qwen3VL MoE loading vs sorted state_dict loading error." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Compiled-file import errors on Python 3.13 are a different root cause from the DebertaV2Model @torch.jit.script parsing bug." + "reason": "Config propagation bug vs Trainer import failure caused by an external datasets dependency conflict." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + "reason": "Flash Attention unsupported error and invalid GenerationConfig are unrelated code paths." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Both touch broad transformer behavior, but one is about no_grad decoration for cache updates and the other is a generic import regression." + "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different bugs." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failures affect different models and code paths." + "reason": "Model loading with base_model_prefix is not the same as saving Pipeline objects." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Unused SGD args in an optimizer wrapper is not the same as a Trainer import issue caused by datasets installation." + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output are unrelated model-specific attrs." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "A state_dict loading order bug is unrelated to a Gemma pipeline roundtrip tokenizer issue." + "reason": "Compiled-file import errors and stdout doc-lint noise are different import-time problems." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "BART generate() decoder-mask bug is different from tokenizer loading regression." + "reason": "Pipeline save_pretrained failure is not the same as quantized model roundtrip breakage." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination/error and RTDetrLoss infeasible cost matrix are different model bugs." + "reason": "Different Python-version compatibility issues with no concrete shared failure path." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific Qwen2 model." + "reason": "Missing config field vs invalid optional post_init rule are unrelated." }, { "left": "issue:43867", - "right": "issue:45375", + "right": "issue:45216", "accept": false, - "reason": "State_dict sorting load failure is unrelated to a missing Qwen3.5 vision config field." + "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different mechanisms." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated issues." + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch are unrelated." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:36683", + "right": "issue:47110", "accept": false, - "reason": "Removing import * from models is a different change from intermittent slow imports." + "reason": "Missing config attribute and special_tokens type error do not share the same bug." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:46077", + "right": "issue:46512", "accept": false, - "reason": "Seed-related test flakiness is not the same as xdist workers racing on captured_info.txt." + "reason": "Attention-mask semantics vs stale config dtype after from_config are different issues." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "These are both load/save regressions, but one is a sorted-state_dict loading error and the other is incorrect visual encoder keys on save." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint save corruption." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Cache/layer no_grad decoration has nothing to do with the Python 3.9/3.10 compatibility issue." + "reason": "Both mention missing config attrs, but they are different models and different missing fields." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "A cache update decoration bug is not the same as a broad report that v5 breaks too many models." + "reason": "Bart generate UnboundLocalError and tensor-parallel training bug are unrelated." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Missing PyTorch dependency is a different import error than the tokenizer-loading regression." + "reason": "FSDP/PEFT optimizer-state bug and cache strategy typo are not the same change or defect." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are different failure modes." + "reason": "Decorating cache update with no_grad is unrelated to broad import errors after upgrade." }, { "left": "issue:43992", - "right": "issue:46002", + "right": "issue:45310", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5 is unrelated to NaNs in classification heads after checkout/init." + "reason": "UMT5 embed_tokens loading bug and Qwen3.5 MoE from_pretrained failure are different model-specific failures." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "CLIPOutput attentions missing is not the same as the CLIPTextModel structural inconsistency around .text_model." + "reason": "Optimizer argument handling and Trainer import dependency issues are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "A DSA indexer lacking ReLU is unrelated to a divergence in the native DeepseekV3MoE implementation." + "reason": "Scheduler kwargs bug and variable-length position_ids bug do not overlap." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import regressions." + "reason": "Bart generate decoder_attention_mask error and tokenizer loading regression are different problems." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a generic from_pretrained error; not enough to treat as the same bug." + "reason": "Sorted state_dict loading issue and Gemma pipeline roundtrip issue are different bugs." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are separate Qwen3.5 issues." + "reason": "Qwen3-VL bounding-box hallucination and RTDetrLoss infeasible cost-matrix crash are not the same failure." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "local_files_only still making API requests is unrelated to the AddedToken special-argument TypeError." + "reason": "Generic compiled-file import errors and Python 3.13 @torch.jit.script parsing failure are distinct." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "A missing set_seed in SAM HQ tests is not the same as a stale GraniteSpeech device override test on CI." + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are related only at a broad subsystem level, not the same defect." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both are test/load problems, but SAM HQ seed flakiness is unrelated to loading Phi-4 multimodal on latest transformers." + "reason": "A cache no_grad proposal and a vague version-wide complaint are too broad and not the same underlying issue." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "clean_up_tokenization_spaces v5 behavior changes are unrelated to SmolVLM's num_frames semantics." + "reason": "Load regression from sorted state_dicts is unrelated to a missing Qwen3.5 vision config field." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to transformers import-time slowness; 41669 gives the concrete root cause (import * in models) and 44246 matches the same symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to a trust_remote_code cache FileNotFoundError." + "reason": "CLIP attentions assignment regression and patchtsmixer post_init allowance are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the cluster being heterogeneous, correctly notes there are no PRs, and only one soft edge is accepted with a plausible shared import-slowdown symptom. The rejected pairwise verdicts are generally cautious and do not overclaim duplicate status from title-level similarity alone." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18495,333 +18317,332 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:27957", + "issue:28282", "issue:29870", "issue:30333", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", - "issue:38617", - "issue:41628", "issue:42548", "issue:42757", + "issue:42890", + "issue:42898", "issue:43010", "issue:43065", "issue:43232", "issue:43299", - "issue:43475", "issue:43502", "issue:43576", + "issue:43618", "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:43901", - "issue:44038", + "issue:44062", + "issue:44112", "issue:44222", - "issue:44230", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44485", "issue:44556", + "issue:44734", "issue:44749", "issue:44961", + "issue:44964", "issue:45071", "issue:45125", "issue:45375", + "issue:45440", + "issue:45478", "issue:45850", - "issue:46095", "issue:46132", - "issue:46143", - "issue:46144", + "issue:46285", "issue:46617", "issue:46664", "issue:46726", - "issue:47059", "issue:47110" ], "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:43824|issue:46617", - "issue:43010|issue:43065", - "issue:43576|issue:46132", + "issue:44734|issue:46617", "issue:43502|issue:44485", "issue:43874|issue:46617", + "issue:43010|issue:43065", "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43827|issue:44961", "issue:44355|issue:44749", "issue:30990|issue:31795", - "issue:43010|issue:43232", - "issue:46664|issue:46726", "issue:43502|issue:44222", - "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", "issue:30333|issue:36296", + "issue:43299|issue:44556", "issue:29870|issue:31795", - "issue:43827|issue:44961", - "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:46143|issue:46144", - "issue:44222|issue:44230", - "issue:43502|issue:44961", - "issue:44355|issue:45071", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:43576|issue:47059", + "issue:27957|issue:33453", + "issue:44355|issue:45071", "issue:42757|issue:43576", - "issue:31795|issue:38617", - "issue:44038|issue:45125", - "issue:36296|issue:43901", - "issue:44315|issue:44360", - "issue:43475|issue:46617", - "issue:44351|issue:46617", - "issue:44230|issue:46095", - "issue:45375|issue:47110" + "issue:43576|issue:45071" ], - "prepared_review_unit_hash": "6ddc6dc19d2658441fdc46e73d124114a2cd31b596b063b8e9c5143e88a1880e", + "prepared_review_unit_hash": "a34e5e572b471f2b79fe321edc1efcaeafd4d92ce638b9e570ab575d89330f73", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38089, - "estimated_input_tokens": 9523, - "estimated_eval_tokens": 19302 + "soft_pair_count": 35, + "serialized_chars": 37813, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose mix of unrelated issues (loading/import regressions, model-specific bugs, docs problems, CLI/env breakage, and performance/quantization reports). I don\u2019t see a single duplicate cluster or a clear canonical issue/PR among them.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated; they loosely share a Transformers v5 regression theme, but none of the soft pairs look like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44556 is the clearest concrete v5 regression in the set: a checkpoint that worked in 4.57 no longer reloads in 5.2/5.3. It is specific, reproducible, and a good anchor for the broader upgrade-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44556 is the most actionable representative issue here because it states a concrete version-to-version loading breakage with a clear user impact; several other issues are either narrower implementation bugs or unrelated regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Tokenizer-loading regression and checkpoint reload failure are different failure modes and likely different code paths." + "reason": "Import-time PyTorch dependency failure is unrelated to tokenizer-loading regression." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Int4 quantization OOM is unrelated to general reload failure after upgrading versions." + "reason": "Both touch CLIP/v5 behavior, but one is an attentions assignment bug and the other is a model-structure inconsistency; different code paths and fixes." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Missing import for a specific model class is not the same as a cache FileNotFoundError for trust_remote_code." + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "no_grad decoration for cache/layer updates is unrelated to the Sam3PixelDecoder dummy Conv2d discussion." + "reason": "local_files_only network leakage and AddedToken argument collision are different bugs in different parts of the stack." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." + "reason": "SAM HQ test seeding issue is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Unexpected network access with local_files_only has no clear relation to GLM-5 RoPE implementation." + "reason": "Both mention tests/CI, but one is missing set_seed and the other is a stale device override; not the same bug." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "Missing image-patch helper and trust_remote_code cache loading error are distinct bugs." + "reason": "Tokenizer cleanup semantics and video num_frames semantics are separate behavior changes." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "A vague 'many models break' report is not the same as a specific special_tokens type error." + "reason": "FP8 save_pretrained moe bug and missing _tp_plan for tensor parallelism are distinct MoE issues." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "MLflow reporting on failed jobs and tokenizer-loading regression are unrelated." + "reason": "Tokenizer loading regression and checkpoint reload regression overlap on v5, but the affected paths and symptoms differ." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Compiled-file errors and a large inference slowdown after upgrade are different problems." + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Stuck loading Sentence Transformers is unrelated to documentation confusion about forward arguments." + "reason": "Network-request bug is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Decorating update methods with no_grad and a sync_gpus generation-kwargs bug are not the same defect." + "reason": "Missing image-patch helper in GLM46V is unrelated to loading a remote-code model from cache." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Inconsistent num_frames semantics and missing-vision-backend handling are different processor issues." + "reason": "Cache/layer no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated implementation changes." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "Local-files-only network requests are unrelated to FP8 save_pretrained behavior." + "reason": "A broad complaint that v5 breaks many models is not the same as the specific special_tokens list/dict error." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Qwen3VL-Moe loading breakage and generic checkpoint reload failure after upgrade are not the same concrete bug." + "reason": "Missing Qwen2.5-VL export and cache FileNotFoundError are different loading failures." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "Failed-job MLflow reporting and tensor-parallel training bugs are unrelated." + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A generate()-time UnboundLocalError is unrelated to forward-doc wording confusion." + "reason": "Two import errors, but for different symbols and likely different export regressions." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to the stray 'racoon' issue." + "reason": "Both concern Qwen3.5 MoE loading, but one is specifically missing tensor-parallel plan while the other is a broad from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading breakage are separate load failures." + "reason": "int4 quantization memory/OOM regression is unrelated to checkpoint reload breakage." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are different export regressions." + "reason": "MLFlow finalization bug is unrelated to tokenizer loading regression." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3.5 MoE issues." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are different change requests." + "reason": "Docs referencing pipeline() and an unrelated racoon issue are not duplicates." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Network access despite local_files_only and an unrelated issue title are not duplicates." + "reason": "Compiled Python file errors and data-filter slowdown after upgrade are different symptoms and code paths." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are unrelated." + "reason": "SentenceTransformers loading stall and forward-method documentation confusion are unrelated." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + "reason": "local_files_only request leakage and FP8 MoE save_pretrained are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "CLI/env breakage is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + "reason": "No meaningful relation between offline-file handling and racoon." }, { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "env command breakage and CLI completion failure from huggingface_hub incompatibility are not the same bug." + "reason": "Video num_frames semantics and missing-vision-backend processor handling are different multimodal issues." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Missing is_offline_mode import and broken transformers env command are unrelated." + "reason": "Both involve generation internals, but no_grad decoration and sync_gpus update ordering are different defects." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Documentation ambiguity and a missing configuration_utils symbol import are different issues." + "reason": "MLFlow reporting and tensor parallel training are unrelated." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are related only by model family, not the same defect." + "reason": "Qwen3VL MoE loading breakage in dev0 and v4.57-to-v5 reload failure are both version regressions, but not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + "reason": "BART generate UnboundLocalError and documentation confusion are unrelated." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:27957", + "right": "issue:33453", "accept": false, - "reason": "Liger Kernel/model_init integration and a DSA indexer ReLU discussion are unrelated." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer-loading regression." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "SAM3 vision encoder attribute missing and trust_remote_code cache FileNotFoundError are distinct loading problems." + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are different issues." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Cannot import HybridCache and cache FileNotFoundError are different failure types." + "reason": "Missing is_offline_mode import and broken env command are different regressions." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are not duplicates." + "reason": "Broken env command and PretrainedConfig type checking are unrelated v5 changes." } ] }, @@ -18843,388 +18664,339 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ "issue:31795", - "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", "issue:41669", "issue:42371", - "issue:42890", + "issue:42548", "issue:43352", - "issue:43408", + "issue:43475", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43824", "issue:43867", - "issue:43976", - "issue:44077", - "issue:44246", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", + "issue:44360", "issue:44393", - "issue:44466", "issue:44485", "issue:44492", "issue:44556", "issue:44623", - "issue:44655", - "issue:44704", - "issue:44861", - "issue:44908", "issue:44961", "issue:45003", "issue:45071", + "issue:45092", + "issue:45125", "issue:45230", - "issue:45341", "issue:45362", - "issue:45381", + "issue:45375", "issue:45468", "issue:45542", "issue:45753", "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", "issue:46209", - "issue:46218", - "issue:46328", + "issue:46617", "issue:46664", "issue:47059", - "issue:47110", - "issue:47176" + "issue:47110" ], "soft_pairs": [ - "issue:44315|issue:46209", - "issue:45362|issue:45850", - "issue:44485|issue:44961", - "issue:43525|issue:47110", + "issue:43576|issue:47059", + "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:43673|issue:44492", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44315|issue:44360", "issue:43352|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43525|issue:47110", "issue:43867|issue:47110", - "issue:44273|issue:45542", + "issue:45362|issue:45850", + "issue:44315|issue:46209", + "issue:43673|issue:44492", "issue:44485|issue:46664", "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:45381|issue:46664", + "issue:44360|issue:46664", "issue:41669|issue:43673", - "issue:43525|issue:45850", "issue:44393|issue:45071", + "issue:43576|issue:44556", "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:44077|issue:44861", - "issue:44466|issue:44556", - "issue:43576|issue:44556", - "issue:42371|issue:44492", - "issue:45850|issue:47059", "issue:44492|issue:45850", - "issue:44246|issue:44273", - "issue:43408|issue:44315", - "issue:41669|issue:46218", - "issue:44492|issue:46328", - "issue:43976|issue:44393", - "issue:42890|issue:44908", - "issue:43352|issue:44393", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:44704|issue:44908", - "issue:43576|issue:44908", - "issue:43576|issue:47176", - "issue:44908|issue:45071", - "issue:44655|issue:44861", - "issue:41669|issue:45341", - "issue:41669|issue:44351", - "issue:43976|issue:46218", - "issue:31795|issue:33453", - "issue:43976|issue:47176" + "issue:45850|issue:47059", + "issue:42371|issue:44492" ], - "prepared_review_unit_hash": "5c01c40219623c286356ed9f9ff2af3dcb8cc38f065e67cfa266eb6749652086", + "prepared_review_unit_hash": "5e41d55c724000db762e530038bee8519232d98a0f3939e400ed28702a6799f7", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39821, - "estimated_input_tokens": 9956, - "estimated_eval_tokens": 20168 + "soft_pair_count": 36, + "serialized_chars": 37641, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated issues; the soft pairs share broad themes like v5 regressions, lazy loading, caching, or model-specific failures, but not the same concrete bug or fix target.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated v5 breakage reports, but it is still too generic to be a true duplicate target.", + "summary": "This cluster is mostly a loose collection of unrelated import, config, CLI, cache, and model-specific regression reports. There are no PRs here. The broad v5-regression umbrella is the only plausible anchor, but most soft links are not duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: a general report that Transformers 5.0 breaks many models. It is generic, but it best matches the cluster\u2019s recurring v5-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative by breadth of symptom overlap, even though it should not be treated as a precise deduplication anchor.", + "best_issue_reason": "45850 is the most suitable cluster anchor because it is the most general regression report and can absorb several v5-related complaints, even though it is not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Different problems: Liger Kernel application in model_init vs FP8 inference failure on B200." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "Specific Qwen3.5 chat crash vs a generic \"many models broken\" v5 complaint." - }, - { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs an unrelated placeholder issue." + "reason": "Both are CLI/runtime breakages, but one is a broken `transformers env` command and the other is a Hugging Face Hub completion API change; different code paths." }, { - "left": "issue:43525", - "right": "issue:47110", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Different attribute/key errors on different objects; not the same failing code path." + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated topics: placeholder issue vs Gemma-4 audio positional encoding bug." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Cache-related wording, but one is missing GenerationMixin cache in v5 and the other is a typo in cache strategy docs/code." - }, - { - "left": "issue:43352", - "right": "issue:44961", - "accept": false, - "reason": "Nemotron Flash Attention support error vs unrelated placeholder issue." - }, - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "Model load failure with sorted state_dict vs special_tokens dict/list shape error." + "reason": "`racoon` is too vague to link to the Gemma-4 audio positional encoding bug; no shared concrete failure mode." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Lazy loading problem vs undefined TF backend when tensorboard is installed without TensorFlow." + "reason": "`transformers env` CLI failure and missing `Qwen2_5_VLForConditionalGeneration` import are separate regressions." }, { "left": "issue:44485", - "right": "issue:46664", - "accept": false, - "reason": "Different multimodal/modeling bugs: RoPE implementation vs num_frames semantics in video processing." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Processor save_pretrained missing files vs an unspecified bug report." - }, - { - "left": "issue:44273", - "right": "issue:45003", + "right": "issue:44961", "accept": false, - "reason": "Both touch loading/import behavior, but the concrete bugs differ: lazy loading vs unsafe sys.modules access." + "reason": "RoPE implementation discussion is unrelated to the placeholder `racoon` report." }, { - "left": "issue:45381", - "right": "issue:46664", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Both involve video inputs, but one is wrong vision_position_ids and the other is inconsistent num_frames meaning." + "reason": "Liger kernel application in `model_init` and a DSA indexer ReLU discussion are different subsystems and bugs." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43352", + "right": "issue:44961", "accept": false, - "reason": "Import * performance regression vs missing cache in GenerationMixin; different failure modes." + "reason": "Flash Attention support for Nemotron is unrelated to the vague `racoon` issue." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Specific Llama4Config attribute error vs broad v5 regression meta-issue." + "reason": "Both are loading/import failures, but one is a missing export and the other is a cache FileNotFoundError; not the same bug." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Qwen3-VL bounding-box issue vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Tensor parallel training bug and a docs/behavior mismatch for `return_all_scores` are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Both are Qwen multimodal issues, but bounding-box errors and infinite-loop generation are not the same bug." + "reason": "SAM3 missing attribute and trust-remote-code cache loading failure are different model/runtime paths." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs a generic v5 breakage umbrella." + "reason": "Both involve RoFormer attention, but one is about `**kwargs` propagation and the other about not using the attention interface; related area, not the same bug." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Unrelated bugs: patchtsmixer post_init policy vs tied weight key handling crash." + "reason": "Two separate missing top-level exports (`AutoImageProcessor` vs `PreTrainedModel`) without evidence of one shared root cause." }, { - "left": "issue:44466", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight vs checkpoint reload failure after upgrade; related theme, but not the same concrete bug." + "reason": "Both mention FP8 and MoE, but one is about saving and the other about inference support; not mergeable as one fix." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:45375", + "right": "issue:47110", "accept": false, - "reason": "Broken transformers env command vs checkpoint reload incompatibility; different subsystems." + "reason": "Missing config field handling is unrelated to a `special_tokens` list/dict type error." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "TF32 behavior API change vs cache strategy typo; no duplicate relation." + "reason": "Missing `pad_token_id` in `Llama4Config` is a config issue, not the `special_tokens` attribute error." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "Generic v5 breakage vs a CLI compatibility failure with huggingface_hub 1.22.0." + "reason": "State-dict loading behavior and `special_tokens` type mismatch are unrelated." }, { - "left": "issue:44492", + "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same as broad v5 model breakage reports." + "reason": "Qwen3.5 chat crash is a specific model/chat issue, not the broad generic v5 regression report." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Import slowdown sometimes vs lazy loading malfunction; both import-related, but not the same bug." + "reason": "Liger kernel application and FP8 inference on B200 are distinct accelerator/model problems." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Different model-configuration issues: sam3_video/sam3_tracker mismatch vs Liger Kernel model_init behavior." + "reason": "Missing generation cache during chunked prefill and a cache-strategy typo are not the same defect." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "Import * performance regression vs missing exported Qwen3_5ForCausalLM symbol; related to imports, but not the same fix." + "reason": "GLM-5 RoPE implementation discussion is unrelated to SmolVLM video `num_frames` semantics." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Cache strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "A specific `processor.save_pretrained` file omission is not the same as a generic bug report." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Python version compatibility vs Qwen3-VL bbox output bug; unrelated." + "reason": "Lazy loading failure and TensorBoard-without-TensorFlow backend error are different issues." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Integration test seed flakiness vs scheduler kwargs handling; different code paths." + "reason": "Qwen3-VL-Moe on v5 and missing `_tp_plan` for Qwen3_5Moe are related by model family only, not the same concrete bug." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Flash Attention support gating vs Qwen3-VL bounding-box generation bug." + "reason": "Lazy loading may touch import machinery, but there is no evidence it is the same sys.modules access bug." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44360", + "right": "issue:46664", "accept": false, - "reason": "position_ids buffer access error vs generic bug report placeholder." + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM `num_frames` semantics." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "tokenizer.save_pretrained mismatch vs generic bug report placeholder." + "reason": "Removing `import *` from models and missing cache in generation are unrelated changes." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; unrelated." + "reason": "Qwen3-VL 2D bbox output problems are unrelated to `PretrainedConfig` type checking regressions." }, { "left": "issue:43576", - "right": "issue:44908", + "right": "issue:44556", "accept": false, - "reason": "transformers env CLI issue vs scheduler kwargs handling; different areas." + "reason": "Both are v5 regressions, but one is a CLI issue and the other is checkpoint reload incompatibility; not the same bug." }, { - "left": "issue:43576", - "right": "issue:47176", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "CLI env regression vs shell command allowlist bypass; unrelated." + "reason": "2D bounding-box hallucination and infinite looping on a specific image are different Qwen3-VL failures." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." + "reason": "A missing `pad_token_id` field is too specific to be the same as the broad 'v5 breaks too many models' umbrella." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weight-key crash; both save-related only at a high level." + "reason": "FP8 inference support for Qwen models and a weight-conversion-script question for deepseekv4 are unrelated." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Import performance regression vs a minor testing_utils bug; unrelated." + "reason": "Checkpoint reload breakage after v5 upgrade and remote-code meta-initialization incompatibility are different upgrade regressions." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Import * cleanup/performance vs missing HybridCache export; not the same concrete issue." + "reason": "StableLm missing `pad_token_idx` is a model-specific config regression, not the generic v5 breakage umbrella." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Python version compatibility vs missing Qwen3_5ForCausalLM import; unrelated." + "reason": "A cache-strategy typo is not the same as the broad v5 regression report." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + "reason": "Broad v5 regression complaints and a Hugging Face Hub CLI compatibility failure are unrelated." }, { - "left": "issue:43976", - "right": "issue:47176", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Python support matrix issue vs shell operator allowlist bypass; unrelated." + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." } ] }, @@ -19246,42 +19018,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ - "issue:28348", - "issue:31515", "issue:31795", + "issue:33453", "issue:34689", - "issue:38617", "issue:41669", "issue:42371", - "issue:42913", - "issue:43066", + "issue:42890", "issue:43298", "issue:43352", + "issue:43408", "issue:43502", "issue:43519", "issue:43576", - "issue:43606", - "issue:43618", "issue:43704", "issue:43976", - "issue:44230", + "issue:44077", + "issue:44246", + "issue:44261", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", "issue:44351", "issue:44360", + "issue:44393", "issue:44485", "issue:44492", "issue:44623", + "issue:44655", + "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:45071", "issue:45230", - "issue:45250", - "issue:45290", "issue:45310", "issue:45341", "issue:45468", @@ -19290,358 +19063,399 @@ "issue:46095", "issue:46172", "issue:46218", + "issue:46328", "issue:46655", "issue:46894", - "issue:47059", - "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ - "issue:46018|issue:46172", - "issue:44315|issue:44829", - "issue:43519|issue:46655", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", "issue:44485|issue:47176", "issue:44360|issue:45468", - "issue:45468|issue:46894", + "issue:43519|issue:46655", "issue:43576|issue:44273", - "issue:43976|issue:47177", + "issue:44315|issue:44829", "issue:45230|issue:45310", - "issue:43298|issue:46095", + "issue:44273|issue:44908", "issue:44485|issue:47177", "issue:43519|issue:44485", - "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:45468|issue:46894", "issue:43519|issue:44908", - "issue:31795|issue:34689", "issue:43576|issue:46218", "issue:41669|issue:43704", - "issue:44861|issue:47110", + "issue:31795|issue:34689", "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:44485|issue:45468", "issue:43704|issue:44485", - "issue:42371|issue:43704", - "issue:43352|issue:47177", + "issue:46218|issue:47177", + "issue:46018|issue:46172", "issue:43502|issue:43519", - "issue:42913|issue:43066", - "issue:43606|issue:45468", + "issue:42371|issue:43704", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", - "issue:44861|issue:47059", - "issue:43704|issue:45341", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", "issue:43352|issue:46218", - "issue:44351|issue:46218", - "issue:28348|issue:45250", - "issue:44861|issue:45290", - "issue:44908|issue:44998", - "issue:44998|issue:47177", - "issue:44998|issue:47176", - "issue:44492|issue:44998", - "issue:44230|issue:44623", - "issue:28348|issue:43352", - "issue:43618|issue:44998", - "issue:31515|issue:38617", - "issue:44230|issue:45310" + "issue:44351|issue:46218" ], - "prepared_review_unit_hash": "b03bd0da2c099300afd83b65c1f39b8e4aa2a2fb47258b4c7d6df4b96114c4e0", + "prepared_review_unit_hash": "42da721a7de620d2124edde221ccf266eb2f8a2a9020b11ad2240110545e3cc8", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 45, - "serialized_chars": 40328, - "estimated_input_tokens": 10082, - "estimated_eval_tokens": 20420 + "soft_pair_count": 51, + "serialized_chars": 42303, + "estimated_input_tokens": 10576, + "estimated_eval_tokens": 21408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated standalone issues. None of the soft pairs look like strong duplicates of the same concrete bug/change, though a few share broad subsystems (tokenizers, model loading, processors) without matching on the underlying failure mode.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43502 is the clearest self-contained bug report: it names a specific trigger (`local_files_only=True`) and a concrete incorrect behavior (unexpected network/API requests), making it a strong anchor issue.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers issues that only share broad themes like import/loading, model config, and processor behavior. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:41669 is the most central anchor in this noisy cluster: it is concrete, broadly impactful, and has several nearby import/startup-related similarities, making it the best representative issue despite the overall heterogeneity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43502 is the most representative actionable issue in this set because it has a precise symptom and likely narrow code path; the other issues are either broader, more speculative, or unrelated.", + "best_issue_reason": "issue:41669 is the best single issue to represent the cluster because it is specific, actionable, and closest to the small group of import/performance-related items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance/import-* theme overlap, but one is slow model import and the other is a missing symbol import error; different bugs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different code paths: model type mismatch warning vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import, but one is intermittent import slowness and the other is lazy-loading failure; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated test flakiness vs scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "Both are DeepSeek-V4-related, but one is about shared expert gating and the other about a tensor conversion/transposition bug; different code paths and failure modes." + "reason": "Environment command bug vs shell command-substitution allowlist bypass; different security areas." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Both mention model behavior during training/setup, but one is about `model_init` not applying Liger Kernel and the other is a flash-attention-3 degenerate-training regression; not the same bug." + "reason": "Flash Attention support error and 2D bbox hallucination are distinct model issues." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Both are processor bugs, but they affect different models and different computations (Qwen3VL timestamp calculation vs SmolVLM video padding)." + "reason": "Specific position_ids buffer error vs a generic bug report placeholder." }, { - "left": "issue:44485", - "right": "issue:47176", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Completely different domains: GLM-5 RoPE implementation versus a shell-command allowlist bypass security issue." + "reason": "Tokenizer_class mismatch is unrelated to the generic bug report." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "These are unrelated model internals: a DSA indexer ReLU discussion versus Gemma-4 audio positional encoding." + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Both are audio/model training issues, but one is about a positional-encoding implementation and the other about a training-loss double-shift bug; not the same defect." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance regression." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "One is the `transformers env` CLI breaking in v5, the other is lazy loading failing; same repo area, but distinct behaviors and likely distinct fixes." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage." }, { - "left": "issue:43976", - "right": "issue:47177", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Python-version compatibility and a tar/zip slip RCE issue are unrelated." + "reason": "Slow import due to import * usage vs missing HybridCache symbol; different failure modes." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "`Bug report` is too generic to match confidently to the Qwen3.5 MoE `from_pretrained` regression; not enough evidence of the same underlying bug." + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; same word, different subsystem." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are different topics." + "reason": "Import-performance issue vs a testing_utils bug." }, { - "left": "issue:44485", - "right": "issue:47177", + "left": "issue:43976", + "right": "issue:46218", "accept": false, - "reason": "GLM-5 RoPE implementation and a shell-substitution allowlist bypass are unrelated." + "reason": "Python 3.9/3.10 compatibility vs module import error for HybridCache." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Processor timestamp calculation and GLM-5 RoPE implementation do not share a concrete failure path." + "reason": "Optional post_init policy vs _get_tied_weight_keys AttributeError." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs handling are separate subsystems and bugs." + "reason": "Documentation confusion vs tokenizer loading regression." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43976", + "right": "issue:47176", "accept": false, - "reason": "A timestamp-calculation bug in a processor is not the same as scheduler kwargs being ignored." + "reason": "Python support issue vs shell-operator allowlist bypass." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to model loading breaking for Llama 3.2 Vision." + "reason": "RoPE implementation discussion vs command-substitution security bypass." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Both involve CLI/import issues in v5, but one is `transformers env` and the other is failing to import `Qwen3_5ForCausalLM`; different concrete problems." + "reason": "DSA indexer activation bug vs Gemma-4 audio positional encoding bug." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Import-star cleanup/performance and a VRAM leak in multi-threaded dataloading are unrelated changes." + "reason": "Timestamp calculation bug vs incorrect video padding calculation." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "`_get_tied_weight_keys` crashing on a list and `special_tokens` lacking `.keys()` are both attribute/type errors, but in different functions and likely different fixes." + "reason": "Broken env command and lazy loading failure are separate issues." }, { - "left": "issue:45850", - "right": "issue:47177", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "A broad regression claim about many models is not the same as a tar/zip-slip arbitrary file write security bug." + "reason": "model_init/Liger Kernel application bug vs flash_attention_3 training degeneration." }, { - "left": "issue:45850", - "right": "issue:47176", + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a concrete Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "General v5 model breakage does not match a specific shell-operator allowlist bypass." + "reason": "Lazy loading failure vs scheduler kwargs ignored; unrelated." }, { "left": "issue:44485", - "right": "issue:45468", + "right": "issue:47177", "accept": false, - "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model components, but the issue details do not line up." + "reason": "GLM-5 RoPE logic vs tar/zip-slip RCE vulnerability." }, { - "left": "issue:43704", + "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage across dataloader threads is unrelated to a RoPE implementation discussion." + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "TF32 API guidance and a memory leak are entirely different concerns." + "reason": "Pipeline save_pretrained problem vs tied-weight-key AttributeError." }, { - "left": "issue:43352", + "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Missing Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a command-injection style security issue." + "reason": "Python compatibility issue vs archive-path traversal RCE." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "`local_files_only=True` still making API requests is unrelated to Qwen3VL timestamp calculation." + "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Both are tokenizer-v5 complaints, but one is a broad behavior change and the other is a specific wrong decoder-type regression; insufficient evidence they are the same bug." + "reason": "Timestamp calculation and scheduler kwargs are unrelated." }, { - "left": "issue:43606", - "right": "issue:45468", + "left": "issue:43576", + "right": "issue:46218", "accept": false, - "reason": "A CPU-offload device mismatch and Gemma-4 audio positional encoding are different issues." + "reason": "Broken env command vs missing HybridCache import; no common underlying bug." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Broad model breakage in v5 and a missing-import error for a specific model class are not the same underlying defect." + "reason": "Import-time slowdown vs VRAM leak in multithreaded use." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Processor timestamp calculation and missing files on `save_pretrained` are distinct bugs." + "reason": "Documentation confusion vs Llama 3.2 Vision model-loading regression." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:45850", + "right": "issue:47177", "accept": false, - "reason": "A `torch.split` return-value issue in a GLM indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "Broad version-breakage complaint vs archive RCE vulnerability." }, { - "left": "issue:44861", - "right": "issue:47059", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "Both are attribute/type failures, but one is tied weights and the other is CLI compatibility with `huggingface_hub`; different code paths." + "reason": "Broad model-breakage complaint vs shell-operator allowlist bypass." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a testing utility bug." + "reason": "Different model families and different implementation areas." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and import failure for Qwen3_5ForCausalLM are different model-specific issues." + "reason": "VRAM leak under dataloader threads vs RoPE implementation discussion." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:46218", + "right": "issue:47177", "accept": false, - "reason": "Both are import failures, but they involve different symbols/classes and likely different missing exports." + "reason": "Missing import symbol vs arbitrary file-write/RCE vulnerability." }, { - "left": "issue:28348", - "right": "issue:45250", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic title with no evidence they refer to the same change." + "reason": "Shared expert gating bug vs dtype/transpose issue in deepseek-v4." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "An `_tied_weights_keys` attribute error is unrelated to `apply_chat_template` crashing on tool-call assistant messages." + "reason": "local_files_only network regression vs timestamp calculation bug." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are clearly not duplicates." + "reason": "TF32 API migration warning vs VRAM leak in threaded inference." }, { - "left": "issue:44998", - "right": "issue:47177", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "No meaningful overlap: a placeholder/off-topic issue versus a file-write/RCE security report." + "reason": "General version breakage vs missing HybridCache import." }, { - "left": "issue:44998", - "right": "issue:47176", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "No meaningful overlap: a placeholder/off-topic issue versus a shell-operator allowlist bypass." + "reason": "Timestamp calculation vs missing processor save files; different processor bugs." }, { - "left": "issue:44492", - "right": "issue:44998", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "A cache-strategy typo and an off-topic placeholder issue are unrelated." + "reason": "torch.split return handling in indexer vs audio positional encoding bug." }, { - "left": "issue:44230", - "right": "issue:44623", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "FP8 support for a model and missing files in `processor.save_pretrained(...)` are different areas." + "reason": "rms_norm_eps precision discussion vs Gemma-4 audio positional encoding." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Both concern Flash Attention 2.0 support, but they target different models and there is no evidence of the same code-path bug." + "reason": "Continuous batching for audio models vs deepseek-v4 weight-conversion question." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:43519", + "right": "issue:43704", "accept": false, - "reason": "`CLIPOutput.attentions` not being assigned and an off-topic placeholder issue are not related." + "reason": "Timestamp calculation bug vs VRAM leak under multiple dataloader threads." }, { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "A slow `from_pretrained` load and an import error for `layer_type_validation` are unrelated." + "reason": "Flash Attention 2 support error vs missing HybridCache import." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a `from_pretrained` error in Qwen3.5 MoE are adjacent, but not enough to show the same concrete bug." + "reason": "Both are import-related, but one is a missing symbol and the other is a module export issue; different root cause." } ] }, @@ -19663,30 +19477,62 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", + "cluster_id": "cluster-10000-521", "nodes": [ + "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", "issue:36296", "issue:37934", + "issue:38617", + "issue:42913", "issue:42936", + "issue:43066", "issue:43240", "issue:43298", + "issue:43352", + "issue:43618", "issue:43668", "issue:43717", "issue:43813", "issue:44031", "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", "issue:46018", - "issue:46144" + "issue:46144", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" ], "soft_pairs": [ + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", "issue:29870|issue:31515", - "issue:30333|issue:31515", "issue:31515|issue:36296", + "issue:30333|issue:31515", "issue:31515|issue:31795", + "issue:44230|issue:45310", "issue:43298|issue:44230", "issue:43717|issue:46144", "issue:42936|issue:46018", @@ -19701,136 +19547,220 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "f89812f1be5bc0d485baa99f170f813e756d5fa8dc48cd070bebb4f7af487f75", + "prepared_review_unit_hash": "cd749715739de52645e278486bb18d1fa707a572010f55379a76b645dfd58f07", "component_budget": { - "node_count": 520, - "item_count": 520, - "soft_pair_count": 1918, - "serialized_chars": 994212, - "estimated_input_tokens": 248553, - "estimated_eval_tokens": 497362 + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 17, - "serialized_chars": 14093, - "estimated_input_tokens": 3524, - "estimated_eval_tokens": 7304 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 31, + "serialized_chars": 28322, + "estimated_input_tokens": 7081, + "estimated_eval_tokens": 14418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated issues (runtime bugs, docs, config typing, tokenizer warnings, model-specific behavior). None of the proposed soft pairs look like the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the reports are about different subsystems and different failure modes.", + "summary": "No soft pair looks like a true duplicate; most are broad topical similarities rather than the same concrete bug/change. The strongest hub is the Flash Attention 2.0 umbrella issue, but the other flash-attention/model-support items remain distinct.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45250 is the broadest, most umbrella-style issue in the set, and the closest flash-attention support requests hang off it conceptually more than the model-specific alternatives.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue had to represent the cluster, 29870 is the most concrete bug report because it includes a specific runtime traceback and clear reproduction context.", + "best_issue_reason": "issue:45250 is the best global anchor because it is generic enough to subsume related flash-attention support requests without being tied to a single model.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29870", - "right": "issue:31515", + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style crashes, but in different helpers and different object shapes; not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer/v5 behavior, but one is a broad migration behavior change and the other a specific decoder-type regression." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weights key handling and CLI completion are unrelated code paths." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "45250 is a broad feature request, while 28348 is a GPT2-specific support ask; not the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated title do not describe the same issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated issues." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated issues." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache-strategy text is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Bart generation UnboundLocalError and slow from_pretrained checkpoint loading are unrelated problems in different code paths." + "reason": "CLIP attentions assignment and the other title are unrelated." }, { - "left": "issue:30333", + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures in different areas: tied weights vs chat template/tool-call handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and an import error are both loading-related at most, but not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests." + }, + { + "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "MLflow cleanup/reporting on failed training jobs is unrelated to checkpoint loading performance." + "reason": "Generation-time decoder_attention_mask crash vs checkpoint load slowness are different problems." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow model loading and tensor-parallel training bugs are distinct issues with no shared concrete symptom." + "reason": "Loading performance and tensor-parallel training are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure and checkpoint load speed are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading speed and forward() documentation confusion are not the same underlying problem." + "reason": "Loading performance and forward-API documentation are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is FP8 support and the other is a from_pretrained error." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio-model continuous batching support and fp8 Qwen/VL inference support are separate feature gaps." + "reason": "Continuous batching for audio models and FP8 VL/MoE support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementation concerns." + "reason": "Init-weights behavior in Mamba and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + "reason": "Mask2former ignore_value handling and DeepSeek shared-expert gating are unrelated." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT config type hint typo and tokenizer regex warnings are different classes of issues." + "reason": "Incorrect type hinting and tokenizer regex-warning regression are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation do not describe the same defect." + "reason": "Mask2former ignore_value usage and loss-kwargs propagation are different code paths." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs propagation and RoFormer attention-interface usage are unrelated code paths." + "reason": "Loss-kwargs handling and RoFormer attention-interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is not the same as a global tokenizer regex warning regression." + "reason": "Different model-specific bug versus tokenizer-wide warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and different behavior, so they are not duplicates." + "reason": "Different model-specific bug versus attention-interface issue." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "A missing use of ignore_value and a typo in a quantization-operation string are unrelated." + "reason": "Ignore_value handling and a quantization-operation typo are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint for norm_eps and a typo in orig_conversion.quantization_operation are separate documentation/code issues." + "reason": "Type-hint bug and typo fix are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss computation is unrelated to a config type annotation problem." + "reason": "Loss-kwargs propagation and ModernBERT type-hinting are unrelated." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Questioning whether Llama4TextL2Norm should be RMSNorm is a different model-design issue than a type-hint bug." + "reason": "Llama normalization question and ModernBERT type-hinting are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value and ModernBERT type-hinting are unrelated." } ] }, @@ -19863,7 +19793,7 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "ba317517a1a784b9298737a5a3608442a289eb030b0fc6f572cdda0d29d16305", + "prepared_review_unit_hash": "a6f0241f9b48175891e85b7f7a1a89fed61a745401e45415305244df87014502", "component_budget": { "node_count": 3, "item_count": 3, @@ -19885,7 +19815,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated: one is about token truncation direction, one about ReduceLROnPlateau-like training behavior, and one about Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "summary": "The three issues are unrelated: one asks for a truncation-from-beginning option, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary timestamps. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -19896,19 +19826,19 @@ "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different problems in different areas: tokenizer truncation behavior vs speech model word boundary timestamps." + "reason": "Different feature requests in different components; no shared code-path or underlying bug." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation direction request is unrelated to learning-rate scheduler functionality." + "reason": "Tokenizer truncation behavior vs learning-rate scheduler functionality are unrelated." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug; one concerns optimizer scheduling, the other Wav2Vec2 alignment/time offsets." + "reason": "Scheduler feature request and Wav2Vec2 timing offsets are unrelated topics." } ] }, @@ -19940,7 +19870,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e18fd0d894ca5df0723d64cc38c547d2da39d37c6ef3932e626166a264df8bb3", + "prepared_review_unit_hash": "732d999dd6c696ec584ef414e6e1f2d33d573a7b9f0d38441752cb0268fe7894", "component_budget": { "node_count": 3, "item_count": 3, @@ -19962,24 +19892,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not look like one duplicate cluster. Two are about model-loading failures, but one is specifically private-model authentication/error messaging, and the other is a generic inability to load bert-base-uncased; the Tapas tokenization issue is unrelated.", - "confidence": 0.71, - "canonical_issue_reason": "issue:16618 is the broadest and most representative of the model-loading failure reports; issue:15980 is narrower and issue:13244 is unrelated.", + "summary": "No strong duplicate cluster here. #13244 is about Tapas tokenization, while #15980 and #16618 are both model-loading problems but appear to be different failure modes (private-model auth/error messaging vs loading bert-base-uncased).", + "confidence": 0.93, + "canonical_issue_reason": "#16618 is the most general issue in the set and the closest to a core model-loading failure, but it is still not the same bug as the other two.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best representative issue because it is the most general user-facing loading failure and has the strongest discussion activity among the related-looking reports.", + "best_issue_reason": "#16618 is the best representative of the only loosely related subset because it concerns a direct model load failure, which is broader than the private-model login UX issue in #15980.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization behavior for Tapas is a different underlying problem from failing to load bert-base-uncased; no shared code-path or concrete bug match." + "reason": "Unrelated topics: Tapas tokenization vs. inability to load bert-base-uncased. No indication of the same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both mention model loading, but one is about private-model download/auth and bad error messaging while the other is a generic load failure for a public model; not the same concrete bug." + "reason": "Both involve model loading, but one is specifically about a bad message when downloading a private model without login, while the other is a generic load failure for bert-base-uncased. Different underlying bugs." } ] }, @@ -20009,7 +19939,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "98eb86abb07e12a67a493415700d068443492501e689e2b040b4269b4b772834", + "prepared_review_unit_hash": "33eefca004ee94a5a616212adec8e471cc196c57b9e510ab043dc165009db389", "component_budget": { "node_count": 2, "item_count": 2, @@ -20031,18 +19961,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a high level (model/runtime architecture support), not the same underlying issue.", + "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and different code paths, so they should not be clustered as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "issue:26350 is the more established thread (older, more discussion), so it is the better representative issue for this cluster if one must be chosen.", + "canonical_issue_reason": "No single canonical issue emerges because the items request different features. If one must be picked as the representative, issue #33260 is slightly better as a newer, self-contained request, but it does not supersede #26350.", "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is the strongest single issue due to higher discussion activity and earlier creation, but it is not a duplicate of issue:33260.", + "best_issue_reason": "Issue #33260 is the better standalone representative only because it is newer and clearly scoped, but it is not a duplicate of #26350.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: the requests are for different features and code paths. Flash Attention 2 support and GGUF support are not the same bug/change, even though both concern adding support for more architectures." + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF support. They do not describe the same underlying bug or change." } ] }, @@ -20106,202 +20036,202 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "f0a772063a22e38405d63762fe70a91194b254603deea052db158dba4488ee7a", + "prepared_review_unit_hash": "1285570c161f188676ca7f2f2f47ccedfa4e7c3f544ef6712bb7cc737a0cbf7d", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15548, - "estimated_input_tokens": 3887, - "estimated_eval_tokens": 8030 + "serialized_chars": 15554, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15548, - "estimated_input_tokens": 3887, - "estimated_eval_tokens": 8030 + "serialized_chars": 15554, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of separate i18n translation-request issues, not true duplicates. The only close matches are the placeholder/template-style issues, but there is still no concrete evidence they target the same language or same change, so I would not merge any of them.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43834 is the most template-like and centrally similar to the other placeholder translation requests, so it is the best anchor if one must pick a representative issue. It is still not a true duplicate of the language-specific requests.", + "summary": "This cluster is mostly separate i18n docs-translation issues for different languages; the similarity is driven by shared template wording, not the same underlying request. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate: the concrete issues are different language translation requests, and the generic placeholder issues are only boilerplate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 best represents the generic placeholder cluster (high similarity to 44365/44370 and related items) and is the cleanest canonical anchor, but only as a representative\u2014not as a confirmed duplicate.", + "best_issue_reason": "43834 is the closest generic representative of the repeated template, but it is not suitable as a dedup target because it does not identify a specific language or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; one is Turkish and the other is a generic placeholder-style issue." + "reason": "Different translation requests; the shared i18n template wording does not make Turkish and the generic placeholder issue the same underlying item." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation requests; the explicit Turkish issue does not match the generic placeholder request." + "reason": "Different translation requests; Turkish docs translation is not the same issue as the generic placeholder template entry." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Same broad i18n theme, but no evidence they are the same language or same underlying request." + "reason": "One is a concrete Turkish translation request, the other is only a generic template title; not the same issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages; Turkish vs Romanian translation requests are separate issues." + "reason": "Different target languages (Turkish vs Romanian), so these are separate translation issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages; Turkish vs Spanish are not duplicates." + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request versus generic placeholder issue; not enough to treat as the same change." + "reason": "Spanish translation request vs generic template placeholder; similar wording, but not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request versus placeholder template; no concrete match." + "reason": "Spanish translation request and a generic placeholder issue are not the same concrete change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages; Spanish and Romanian are separate requests." + "reason": "Different target languages (Spanish vs Romanian), so these are separate issues." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request does not clearly match the generic placeholder issue." + "reason": "Spanish translation request vs generic placeholder template; not a duplicate." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic placeholder issue are not confirmed to be the same underlying request." + "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request versus generic placeholder; too little evidence to merge." + "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian issue and template-style placeholder issue are not the same concrete translation request." + "reason": "Romanian translation request vs generic placeholder title; similar template text, but not a duplicate." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request and Thai-language title appear unrelated." + "reason": "Romanian translation request and the Thai-titled issue do not describe the same language-specific task." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are placeholder-style i18n issues, but the available evidence does not prove they target the same language or same task." + "reason": "Both are template-like i18n entries, but there is no evidence they are the same concrete translation request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "High textual similarity, but still only generic template overlap; no concrete same-language evidence." + "reason": "Both are template-like i18n entries, but the available data does not show the same underlying language request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder i18n issue versus Thai text/spam-like issue; not the same change." + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Generic placeholder i18n issue versus unrelated Thai title; no clear duplicate evidence." + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder i18n issue versus unrelated Thai title; not enough to merge." + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Very similar template text, but still no proof they are the same underlying language request." + "reason": "The titles are identical placeholders, but without explicit target details they could still be separate template submissions; do not assume a duplicate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Placeholder-style i18n issue and Thai title do not clearly describe the same request." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Placeholder-style i18n issue and Thai title are not the same concrete issue." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue versus unrelated Thai title; no merge-worthy match." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Placeholder-style i18n issue versus Thai title; similarity is not enough to call them duplicates." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Placeholder-style i18n issue versus unrelated Thai title; not the same change." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder-style i18n issue versus unrelated Thai title; no concrete duplicate evidence." + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Both are Thai-language titles, but the wording differs and there is no clear evidence they are the same underlying request." + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Thai-language titles are similar in tone but not clearly the same issue." + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Similar Thai-language content, but too ambiguous to merge as duplicates." + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." } ] }, @@ -20397,304 +20327,316 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "1fdd8b076a5a3bf176b5a6e5080a1ec880951513e8c343d4f5c6372e21af7480", + "prepared_review_unit_hash": "4a1857e5e3687e6eb05fa485c2a8f6102d53e2f9ff1d6ee0195273c048bfa434", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28612, - "estimated_input_tokens": 7153, - "estimated_eval_tokens": 14562 + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-request issues across different models and modalities; they are superficially similar but not duplicates. I would not merge any soft edge.", - "confidence": 0.96, - "canonical_issue_reason": "If a single representative is needed, issue 36879 is the closest hub by similarity, but the cluster is too heterogeneous for a true duplicate canonical.", + "summary": "This is a loose similarity cluster of model-support requests, not a duplicate set: the items span unrelated models, modalities, and code paths, so none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is the broadest/most central representative among these unrelated model requests, though none of the items is a strong duplicate target.", + "best_issue_reason": "issue:42503 is the broadest and most central model-addition request in this similarity cluster, so it is the best loose representative; it is still not a true duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa keypoint matcher vs LoMa detector+matcher: related naming, but different model requests and likely different code paths." + "reason": "Keypoint matcher vs keypoint detector: related domain, but different concrete features and code paths." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; different domains and changes." + "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config vs DEIMv2; unrelated model families and implementation work." + "reason": "EuroBert config and DEIMv2 are different model families and changes." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert vs Qwen3-TTS support; different model types and tasks." + "reason": "EuroBert config vs Qwen3-TTS support: different model type and modality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert model/config request vs RF-DETR model request; different artifacts." + "reason": "EuroBert config and RF-DETR support target different architectures." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert vs XiaoMi MiMo; unrelated model additions." + "reason": "EuroBert config and XiaoMi MiMo are distinct model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same change." + "reason": "Both are model adds, but RF-DETR and DEIMv2 are different detector families." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection vs LFM2.5 Audio; different modality and code path." + "reason": "RF-DETR and LFM2.5 Audio are different modalities and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model addition vs weight-sparse transformer request; unrelated work." + "reason": "Detector support vs sparse-transformer support: different concrete code changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; different model families and tasks." + "reason": "RF-DETR and Qwen3-ASR are different model additions in different domains." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model vs Qwen3-TTS support; different modalities." + "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT request vs Qwen3-ASR support; unrelated models." + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer; different requested changes." + "reason": "NeoBERT support and weight-sparse transformer support are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT language model request vs LFM2.5 Audio request; not a duplicate." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR model request vs NeoBERT request; different model families." + "reason": "RF-DETR detector support is not the same change as adding NeoBERT." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; both model requests but for different architectures." + "reason": "NeoBERT and ModernVBERT are different model-family additions, not one duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different tasks and likely different code." + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are different concrete changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture request vs sparse-transformer request; not the same underlying change." + "reason": "MiniCPM3 architecture and weight-sparse transformer support do not target the same code path." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT models; distinct model integrations." + "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model domains." + "reason": "MiniCPM3 architecture vs Voxtral TTS support: different tasks and code." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vision model request vs Qwen3-TTS support; unrelated." + "reason": "DEIMv2 and Qwen3-TTS are different models and feature requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR support; different model additions." + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; not the same request." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model families." + "reason": "ModernVBERT and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support is unrelated to the person-named issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE vs Voxtral TTS; broad thematic similarity only, not a duplicate." + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE; overlapping theme but different concrete integration." + "reason": "Both are model-related, but ModernVBERT and BERT-like-with-RoPE are not the same concrete request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." + "reason": "BERT-like with RoPE and XiaoMi MiMo are different model families." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like model request vs a non-model issue title; clearly unrelated." + "reason": "BERT-like with RoPE is unrelated to the person-named issue." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different model types and changes." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model-support requests." }, { "left": "issue:42954", - "right": "issue:43671", + "right": "issue:45177", "accept": false, - "reason": "MiMo vs Qwen3-TTS; different model families and tasks." + "reason": "MiMo and DeepSeek-OCR2 target different models and tasks." }, { "left": "issue:42954", - "right": "issue:45177", + "right": "issue:43671", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; unrelated model additions." + "reason": "MiMo and Qwen3-TTS are different model families and modalities." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "MiMo vs a non-model title; not the same underlying change." + "reason": "MiMo support is unrelated to the person-named issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related but separate modalities; not the same fix/change." + "reason": "Qwen3-TTS and Qwen3-ASR share a vendor but are different speech directions and implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral-4B-TTS-2603; both TTS, but different model integrations." + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral TTS are different model-specific support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated features." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + "reason": "TTS support and sparse-transformer support are different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related but different model requests." + "reason": "Both are audio-related, but Qwen3-ASR and LFM2.5 Audio are different model integrations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support vs EUPE vision-language encoder; unrelated." + "reason": "Qwen3-ASR and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support vs weight-sparse transformer request; not the same underlying change." + "reason": "ASR support and weight-sparse transformer support are different concrete changes." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; different audio tasks and model code." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." }, { - "left": "issue:37015", - "right": "issue:45027", + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "NeoBERT request vs Voxtral TTS support; unrelated model integrations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and code paths." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different modality and implementation." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." }, { - "left": "issue:45322", - "right": "issue:46133", + "left": "issue:43909", + "right": "issue:46645", "accept": false, - "reason": "EUPE by Meta AI vs TIPSv2 by Google DeepMind; both vision-language requests but distinct models and changes." + "reason": "Audio model support and a Granite SWA+sink option are different concrete changes." }, { - "left": "issue:42503", - "right": "issue:46653", + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are different model mechanisms." + }, + { + "left": "issue:45322", + "right": "issue:46133", "accept": false, - "reason": "ModernVBERT models vs a non-model title; clearly not duplicates." + "reason": "EUPE and TIPSv2 are different vision-language model requests." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs a non-model title; unrelated." + "reason": "Voxtral TTS support is unrelated to the person-named issue." } ] }, @@ -20724,7 +20666,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "3c9af4c28c6216132651ecb428ee169621dba63262154fa91973111052691e1a", + "prepared_review_unit_hash": "10e7005ac8cec75913d3b6eea10a90e63bdcaa97d08be0fe9789e627dfc014aa", "component_budget": { "node_count": 2, "item_count": 2, @@ -20746,18 +20688,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair is not a duplicate cluster: one issue is a docs request about adding `pruna`, the other is a Vision RoPE refactor. The soft similarity signal is spurious.", + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They describe different domains, different actions, and no shared targets or code path.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue fits well because the items are unrelated rather than duplicate reports.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative must be chosen, issue #46443 is the more substantive open technical item, but it is not the same underlying problem as #38740.", + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster; if one must be kept, issue #46443 is the more active technical work item, but it is not a duplicate of #38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Titles and context are unrelated: #38740 is a closed documentation request about `pruna`, while #46443 is an open Vision RoPE refactor. No shared code path or duplicate bug/change is evident." + "reason": "Reject: the titles and descriptions point to unrelated work\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete bug/change overlap." } ] }, @@ -20787,7 +20729,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d2edd493ee996bea81708354e05c595e75281d8badc3c1796de0525cc548b598", + "prepared_review_unit_hash": "c0df57c22d56b603d255c5e731a0fb45cb2b20a31aba6d9c95c936a347e86d08", "component_budget": { "node_count": 2, "item_count": 2, @@ -20809,18 +20751,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is about Set block decoding, the other about adding DeepSeek v3.2 support. They should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: these describe different problems and do not share the same underlying bug or feature request.", + "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for a specific model version. The overlap is only broad similarity in the domain, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for this cluster; neither issue is a suitable representative because the topics are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41084", - "right": "issue:43037", + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", "accept": false, - "reason": "Different subject matter with no shared code path or explicit linkage; this is not a duplicate pair." + "reason": "Different problem types and scopes: decoding implementation vs model/version support. No shared target, filename, or concrete code-path evidence of the same issue." } ] }, @@ -20850,40 +20792,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "02074dbc42745386ee8feb0cf334694312afd426ce3ff832ec738de18349adde", + "prepared_review_unit_hash": "a4634ffd47212bbf92c7932e2cce448662779da2b6dfa85eecf2e907360015c0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 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 look like separate feature requests, not duplicates: one is about exposing a TiledFusedLogitsLoss/Liger FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP for lower memory use.", + "summary": "These are about different features in the same general optimization area: one is enabling TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other is integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue for the pair; they target different components and different changes.", + "canonical_issue_reason": "#41306 is the more concrete and implementation-targeted request, with clearer API context (`from_pretrained()`) and more discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41826 is the broader, more central feature request in the cluster theme (memory-footprint reduction), but it is not a duplicate of 41306.", + "best_issue_reason": "#41306 is the best representative of the cluster because it is more specific and actionable; #41826 is a separate feature request with a different model component.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: FLCE flag plumbing in `from_pretrained()` vs. adding TiledMLP integration. They do not describe the same bug or change." + "reason": "Different model components and different requested changes: FLCE/logits-loss handling vs TiledMLP memory-footprint integration. Same broad optimization theme, but not the same underlying issue." } ] }, @@ -20913,7 +20855,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "498c6dca2f4c4a4b68be5218ccc55da3e95fed976fadacb8ed25d3c3c9a579fc", + "prepared_review_unit_hash": "19435f1339699a88700def05e1452dd4d5e28da0115e4646a3a945ec42587d75", "component_budget": { "node_count": 2, "item_count": 2, @@ -20935,18 +20877,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Trainer customizability, but they describe different problems: one concerns `remove_unused_column`, the other FLOP estimation for custom trainers. They should not be clustered as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to choose, #43598 is the more specific API/behavior change request around Trainer input handling.", + "summary": "These are two distinct closed issues that only share a broad Trainer/custom-trainer theme. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers; they do not describe the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the cleaner canonical issue for the cluster because it has a concrete Trainer behavior (`remove_unused_column`) and a clearer customization focus.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They touch different Trainer internals and different user-visible failures: column removal vs FLOP counting. Similarity is thematic, not the same underlying bug or change." + "reason": "Different underlying concerns and code paths: 43598 targets `remove_unused_column` behavior in `Trainer`, while 43600 targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -20976,12 +20918,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2cd9854c2f485fadfbe27fc244c587d56a3539cd5a346a2b80fc395897d4acd4", + "prepared_review_unit_hash": "693aeeb7325d1e39acdee5470510b2c8ffececb9ee9a15eec6034d36d60d3514", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20989,7 +20931,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -20998,18 +20940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a broad theme level (Qwen model support) but describe different requests: one adds Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They are not the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are related only at a high level (Qwen model support in Auto* APIs) but they target different model families and different code paths: one asks for registration of Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate pair here; the issues request different registrations for different tasks/classes and different Qwen variants.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43684 is the broader API-registration request and is more general than the sequence-classification-specific Qwen3.5 request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different auto classes; one is registration for Qwen3-Omni generation models, the other is sequence-classification support for Qwen3.5. They would not plausibly be merged as one fix." + "reason": "Different underlying change: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Similar theme, but not the same bug or fix." } ] }, @@ -21046,80 +20988,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "99f969b8749d6c7e29df32f47f64d1e18927d174d3926b7bee6498b6611308de", + "prepared_review_unit_hash": "10ef6145743fcee66ed49c9f464346e5dd220f49ec922667327bf8e1b0ffd273", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface \" look like duplicates of the same underlying report and can be clustered together; the \"Fett\" issue does not have enough evidence to join that cluster.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best canonical representative among the likely duplicates.", + "summary": "\"Fett\" appears unrelated to the three \"huggingface\" reports. The three huggingface issues look plausibly clustered by near-identical titles and close creation times, but the packet does not provide enough concrete evidence to confidently merge any pair as the same underlying issue, so the soft edges should remain rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical huggingface reports, so it is the best canonical representative if that cluster is treated as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue representative because it is earliest and matches the same title pattern as 43846 and 43859.", + "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest of the repeated huggingface reports and matches the other two by title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak soft similarity; the title \"Fett\" does not clearly match the repeated \"huggingface \" reports, and there is no body/detail evidence of the same bug." + "reason": "\"Fett\" does not show concrete overlap with the huggingface reports; there is no shared target, file, or description evidence tying them to the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no concrete indication that \"Fett\" is the same issue as the huggingface reports." + "reason": "\"Fett\" appears unrelated to the repeated huggingface placeholder reports, with no concrete evidence of the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient evidence that \"Fett\" refers to the same underlying problem as the huggingface issues." + "reason": "No meaningful evidence beyond weak similarity suggests \"Fett\" is the same issue as the huggingface reports." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Near-identical titles and no contrary evidence; these appear to be duplicate reports of the same issue." + "accept": false, + "reason": "The titles are identical and the timing is close, but the packet lacks body, target, or code-path evidence; that's not enough to confidently mark them as the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same repeated title pattern with no distinguishing evidence, so they likely describe the same issue." + "accept": false, + "reason": "These may be duplicate placeholder reports, but only title similarity and metadata are available, so the evidence is too thin to accept." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Near-identical \"huggingface \" issue reports with no evidence of different bugs." + "accept": false, + "reason": "Same title alone is insufficient here; without shared targets, filenames, or substantive description overlap, this should stay unmerged." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact same title, and selecting 43845 as the canonical representative is supported by its earliest timestamp among that set. The exclusion of 43835 is also conservative given only weak soft similarity and no stronger shared evidence. The soft-edge verdicts are appropriately hedged and do not overstate beyond the available packet data." + "accept": false, + "feedback": "The grouping of the three huggingface issues is plausible, but the soft-edge verdicts are not conservative enough: the packet only provides title similarity and metadata, and every pair is marked deterministic_accept=false. Setting the 43845/43846, 43845/43859, and 43846/43859 edges to accept=true overstates the evidence. The 43835 rejections and choosing 43845 as the earliest canonical issue are otherwise reasonable." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21157,106 +21099,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "1713b501cd4232d6874bd354215c23df8a48806ff2d7440c28d259153fc6efca", + "prepared_review_unit_hash": "1fc6ebc1d781fd8b0d968091c547f9ff4813cbb45431c520249b2e9620018fd4", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7352, - "estimated_input_tokens": 1838, - "estimated_eval_tokens": 3932 + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-content spam/generic placeholder issues with no credible shared bug or feature to deduplicate. No soft pair looks like the same underlying problem.", - "confidence": 0.88, - "canonical_issue_reason": "No canonical issue: the cluster is just spam/generic placeholder issues with no shared concrete bug or feature.", + "summary": "These are all low-signal or spammy issues with no real evidence of duplication. The only clearly similar pair is the two \"\" issues, but even those do not show the same underlying bug/change, just the same generic spam pattern.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47036 has the most discussion activity, but it still doesn't look like a substantive duplicate target or representative issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." + "reason": "Both are generic spam-like issues, but there is no concrete shared bug, feature request, or code path to indicate the same underlying report." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." + "reason": "Same as above: similar spam formatting, but no evidence they describe the same actual issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; not the same underlying problem." + "reason": "\"\" and a documentation enhancement suggestion are unrelated on content and intent." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a vague community benchmark tip; no shared concrete issue." + "reason": "A spam issue and a community benchmark tip are different kinds of reports with no shared underlying problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus an unrelated title; no sign of the same bug/change." + "reason": "\"\" does not match \"Check out \\\"Google LLC\\\"\" as the same issue; both look like unrelated low-quality submissions." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." + "reason": "A documentation suggestion and spam are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." + "reason": "A documentation suggestion and spam are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete bug/change to establish a real duplicate." + "reason": "Both are spam-like, but there is no concrete evidence they refer to the same bug/change; identical generic titles alone are not enough." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." + "reason": "Spam-like issue versus benchmark tip; unrelated reports." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated content; no evidence of the same underlying issue." + "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared underlying problem." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." + "reason": "Spam-like issue versus benchmark tip; unrelated reports." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated content; no evidence of the same underlying issue." + "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared underlying problem." } ] }, @@ -21286,12 +21228,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "32470db5e4184db51133716a4ac367021613359369606620a2c28b1e6f721329", + "prepared_review_unit_hash": "ff8e33ec5c2edc961d0eff78e42221f1ca923389d39f280bd183df9624529856", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21299,7 +21241,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21308,24 +21250,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar: they have the same title, close body lengths, and a soft-similarity link, so they likely describe the same report/request. The evidence is enough to treat them as duplicates, but not enough to be highly certain about underlying details beyond that.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #45145 is a reasonable canonical choice because it was created first and has slightly more inbound reference activity, so it can serve as the primary duplicate target.", + "summary": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with no differing links, targets, or files shown. #45145 is the better canonical issue because it was opened first and has the only inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the earliest report in this likely-duplicate pair and has the only inbound reference, so it is the best canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the better global issue choice on the available evidence because it is the earliest of the near-duplicate pair and already has a bit more discussion/reference activity.", + "best_issue_reason": "#45145 is the best issue to keep because it appears to be the earliest instance of the same reported topic and has slightly more traction via inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, very similar body size, and a soft-similarity link make these look like likely duplicate issue reports for the same topic." + "reason": "The issues share the same title and have a soft-similarity match, with no distinguishing links, targets, or files visible, so they likely describe the same report." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these two issues are very similar: same title, close body lengths, and a soft-similarity link. However, the analyst overstates certainty by giving 0.99 confidence and by asserting they describe the same underlying problem rather than saying they likely/appear to be duplicates. The canonical/best-issue rationale also goes beyond the evidence by calling #45145 the most representative without additional support. Please tone this down and keep the soft-edge language more cautious." + "feedback": "The canonical choice is plausible, but the writeup overstates the evidence. The packet shows identical titles, similar body lengths, and no differing links/files, but it does not show the bodies are \"highly similar\" or that the reports are definitely duplicates. Please keep the conclusion more conservative (e.g. \"likely duplicate\" based on matching title and soft similarity) and avoid asserting unsupported body-content similarity." }, "evaluator_used": true, "retried": true, @@ -21406,7 +21348,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "ea14112d6366d39705e7a96dfb3088e89e7d33d23d2b7c2099d45b224aedc3c9", + "prepared_review_unit_hash": "6adfb889546148031671c9180c2d58ea7ff902fc4b779311c0786dd37193c3c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -21428,7 +21370,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated-looking standalone entries with different personal names and dates; there is no evidence they describe the same bug or request, so the soft duplicate link should be rejected.", + "summary": "These two closed issues do not look like duplicates or even related bug reports; they appear to be unrelated personal-name/date entries with no actionable content. No canonical issue is appropriate.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -21439,7 +21381,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Titles are different names and birthdates with no shared problem statement, code context, or explicit linkage; they do not appear to describe the same underlying issue." + "reason": "Titles contain different names and birth dates, with no shared problem statement, component, or reproduction details. This looks unrelated rather than the same underlying issue." } ] }, @@ -21469,40 +21411,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "03ad1cd3930dac28bb7adec13e2457a0fe81417402ff3b7ac8a2bcccfbb44185", + "prepared_review_unit_hash": "20ee60cc6f1fd0bb6ba069869bcf42fb212342b25f6ba0aee6aebd6b2afed93f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are unrelated individual-name/title entries with no body, links, or shared targets; they do not look like duplicates or parts of the same bug report.", - "confidence": 0.98, + "summary": "The two closed issues are unrelated name/date entries with no bug-report content, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue has meaningful diagnostic content or any evidence of being a better canonical representative; they appear equally non-technical and unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only weak textual similarity in a personal-name/date format; no shared problem statement, targets, or discussion evidence indicating the same underlying issue." + "reason": "Only superficial similarity (both are short personal-name/date strings); there is no shared technical problem, repro, or issue target." } ] }, @@ -21532,7 +21474,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "3eeb88654d4a4c87eb9a59f34a73b734bb240bfb1af2db52dd9e3bf7a6dc2269", + "prepared_review_unit_hash": "7ab4f6a8741ede62e0907da82f953a212e9aa83a89fc963de18f1dd3b79d1b83", "component_budget": { "node_count": 2, "item_count": 2, @@ -21554,18 +21496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model class, while the other requests FP8 training support. They do not describe the same underlying bug or change, so the soft pair should be rejected.", + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model implementation, while the other asks for FP8 training support. They should not be clustered as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the requests cover different areas of the codebase and different feature work.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a better duplicate target for the other because they are orthogonal enhancements with no shared implementation path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests: adding a specific model head vs enabling FP8 training. They do not appear to be the same underlying bug or change." + "reason": "Different underlying requests and code paths: model-class support for token classification versus numeric-precision/training infrastructure support." } ] }, @@ -21605,12 +21547,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "b503b2311403dee036cc35be28c6a24c5811b4518d6b7e1a3c36677a6b5fdce4", + "prepared_review_unit_hash": "ac5e45329cb1d5b05e1c88a1d92097aa3e0ed02edaae59ebac199edfe2640b3d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21618,7 +21560,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5725, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21627,66 +21569,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated and should not be merged with either pair.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue for the whole cluster: there are two separate exact-duplicate pairs (45870/45871 and 45872/45873), plus an unrelated dataset issue (45869).", + "summary": "This cluster contains two exact duplicate issue pairs and one unrelated dataset promo issue. The duplicate pairs are the two \"Example: Financial time series prediction with DataForge\" issues, and the two \"DataForge: Financial time series + scraping service\" issues; the dataset bundle issue is not the same underlying request.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is the best canonical anchor: it is the earliest of the exact duplicate \"Example: Financial time series prediction with DataForge\" pair and has a generic, representative title. The dataset bundle issue and the scraping-service pair are separate concepts.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be selected as the overall representative, 45870 is the best fallback because it is an exact duplicate pair member with the earliest timestamp and the cleanest generic title.", + "best_issue_reason": "45870 is the most suitable issue to keep as the representative record because it is an exact duplicate of 45871 and appears earlier than the other duplicate pair, making it the cleanest dedupe anchor in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." + "reason": "Different topics: a financial data bundle listing vs an example/tutorial for time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." + "reason": "Different topics: dataset promotion vs an example issue; same broad domain but not the same request/bug." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match and same underlying example issue; these are duplicates." + "reason": "Exact title/body duplicate of the same example issue; clearly the same underlying item." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related keywords, but one is an example prediction issue and the other is a scraping-service issue; not the same concrete request." + "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete issue: example prediction versus scraping-service request." + "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad theme, but different requested change/issue scope." + "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad theme, but different requested change/issue scope." + "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title match and same underlying request; these are duplicates." + "reason": "Exact title/body duplicate of the same DataForge scraping-service request; same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are identical-title pairs with matching body lengths, while 45869 has a clearly different title. The soft-edge rejections are conservative, and the only acceptances are for the strongest duplicate signals." + "feedback": "The summary is well grounded in the packet: the two identical-title Example issues are the clearest duplicate pair, the two DataForge scraping-service issues also match each other, and the dataset bundle issue is reasonably treated as separate. The canonical choice of 45870 is conservative and supported by creation time plus exact title match with 45871. No clear overstatement beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -21713,49 +21655,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "6ffc72039bc70025ab976f0e94570b3693303186803854fb8862de88ef8805f5", + "prepared_review_unit_hash": "0574eb917bbcd566a904a795bedd2aa4f85e1b55ae45a40dc66cfe94e02ccd05", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1641, + "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 related at the subsystem level (`cache_implementation=\"static\"` and linear-attention), but the packet only supports a potential relationship, not a confident duplicate judgment. I would keep them clustered cautiously while treating them as separate reports for now.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader and more diagnostic failure mode: static-cache early initialization corrupting linear-attention layers and causing shape/runtime errors. Issue 46441 reads like a narrower symptom report for a specific model.", + "summary": "These look related to static-cache / linear-attention failures, but they describe different concrete breakages: one is shape corruption in early initialization, the other is a Qwen3.5 KeyError for `linear_attention`. I would keep them separate rather than merge as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the more general and technically specific report: it names the failing path (`early_initialization`) and the resulting shape corruption / RuntimeError, which makes it a better anchor for this cluster if they were to be grouped.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it names the likely underlying mechanism rather than only the surfaced exception, making it the better anchor for deduping and linking follow-up reports.", + "best_issue_reason": "Issue 46439 is the best representative because it describes the broader underlying static-cache/linear-attention initialization problem rather than one model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject as a duplicate edge: the evidence is limited to title-level overlap on `cache_implementation=\"static\"` and linear-attention plus a generic `soft_similarity` signal. That suggests relatedness, but not enough to conclude the same bug or same code path." + "reason": "Both involve static cache and linear attention, but the reported failures are not the same concrete bug: one is wrong shapes from `early_initialization`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Shared subsystem alone is not enough to merge as duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the evidence in the packet. The two issues share `cache_implementation=\"static\"` and linear-attention context, but the packet only provides title-level signals plus a generic `soft_similarity` link. That supports a possible relationship, not a confident acceptance that they are the same bug or same code path. Please downgrade the pair verdict to something more conservative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21779,7 +21718,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "0dc0642de50d74e252e2ee710abee629ea9df48a49568a8091c01852ccede232", + "prepared_review_unit_hash": "d913551f18215f8a656130e70b47063ef9a7c97fa1ac4f0b927f33d50f4f8c20", "component_budget": { "node_count": 2, "item_count": 2, @@ -21801,24 +21740,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are highly likely duplicates/near-duplicates: they have identical titles, the same reported body length, and a perfect soft-similarity score. The open issue with inbound references is the better canonical tracker for the likely duplicate report.", - "confidence": 0.93, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, so it is the active tracker for this likely duplicate report.", + "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token bug. #46552 is the better canonical issue because it is open, has inbound references, and is the active duplicate target, while #46551 is a closed near-identical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "#46552 is the better canonical issue because it is open, has inbound references, and appears to be the same report as #46551 with the same title and highly similar body.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 is the best issue candidate overall for the same reason: it is the live, referenced report of this likely duplicate tokenizer bug.", + "best_issue_reason": "#46552 is the best issue candidate: it is the active open report, already has inbound references, and appears to duplicate #46551 closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical titles and perfect soft similarity make these appear to be the same report; the body text is not shown, so this is best treated as a highly likely duplicate/near-duplicate rather than a proven exact match." + "reason": "Same title and highly similar report details for the same tokenizer bug; they appear to be duplicate issues about the same underlying problem." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate call is plausible, but the summary overstates the evidence. The packet shows identical titles and a soft-similarity score of 1.0, plus the open issue has inbound references, but it does not provide the body text, so 'identical bodies' and 'exact same bug' are stronger than the evidence supports. Please phrase this as a highly likely duplicate/near-duplicate and keep the canonical-target reasoning tied to the open state and inbound references." + "feedback": "The canonical choice of #46552 is well supported by the packet (identical title, soft_similarity=1.0, open state, and inbound references). However, the reasoning overstates the evidence in a few places: the packet does not prove the bodies are identical, only that body lengths match and the pair is highly similar; similarly, 'matches the duplicate report exactly' is stronger than the evidence. Please phrase this more conservatively, e.g. 'appears to be the same report' or 'near-identical duplicate.'" }, "evaluator_used": true, "retried": true, @@ -21845,7 +21784,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "5fe84fdb459f8800920f22092f0d1ae853ac76df9a3b26278addff8d93bbb4e3", + "prepared_review_unit_hash": "b861600f67934e98f572d0974211d977a811c3208a6037d427fe9956a70596ed", "component_budget": { "node_count": 2, "item_count": 2, @@ -21867,18 +21806,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #46657 is the cleaner canonical issue candidate if forced, because it describes a concrete, well-scoped runtime error rather than a broader training-stability symptom.", + "summary": "The two issues are only broadly related to object-detection training. One reports a tensor-size mismatch, while the other reports out-of-memory after several epochs in RT-DETR v2; they do not look like the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #46657 is the more concrete, specific failure report (tensor mismatch) and is a better anchor for a duplicate cluster than a vague training resource symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the better standalone representative because it names a specific error class and is more likely to map to a single fixable code path.", + "best_issue_reason": "#46657 is the clearest representative issue because it describes a distinct, actionable error rather than a general training instability symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "The reports concern different problems: a tensor shape mismatch versus an out-of-memory condition after some epochs. They are not the same underlying bug." + "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. Broadly same training area, but not the same underlying bug." } ] }, @@ -21908,12 +21847,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "b010c2669e4cca54497abb92953392f54fcde9931f2d5c1512b0b5e84b306fcf", + "prepared_review_unit_hash": "75cfc33f2593f1ad8a73a7bc082cbd152b8ac696198323c654e33db09e888ccc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21921,7 +21860,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21930,18 +21869,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern model loading failures, but they describe different code paths and different bugs: ZeRO-3 partitioning during `zero.Init` versus 4-bit `device_map='auto'` CPU dispatch despite `max_memory`. Not a duplicate pair.", + "summary": "These two issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite multimodal model, while the other is a 4-bit device_map/max_memory dispatch-to-CPU failure that raises ValueError. They share only a broad theme of model loading, not the same bug or code path.", "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue across the pair; they are separate bugs. If one must be chosen for the cluster, issue 46822 is the more representative loading/OOM report.", + "canonical_issue_reason": "No canonical issue: the reports describe different failure modes in different loading/dispatch paths (ZeRO-3 sharding vs 4-bit auto device mapping).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the stronger representative of a concrete upstream bug report and has a focused failure mode; issue 46823 is a distinct quantized dispatch regression.", + "best_issue_reason": "If one issue must be kept as the most representative report, 46822 is more specific and actionable, but it is still not a duplicate of 46823.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying mechanisms and symptoms: ZeRO-3 composite-module partitioning OOM vs 4-bit auto device mapping incorrectly offloading to CPU. Same broad area, but not the same bug." + "reason": "Reject: the titles and descriptions point to unrelated bugs and different code paths; similarity is only at the generic model-loading level." } ] }, @@ -22033,12 +21972,12 @@ "issue:47102|issue:47256", "issue:47102|issue:47265" ], - "prepared_review_unit_hash": "fd5f0270984ea471afda72817afa980da5f0d08700a697756b38574910f81edc", + "prepared_review_unit_hash": "15ddd57ee354533dd9192500603a5afc55d71a562ad30f94865ed25da36e05bb", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 49, - "serialized_chars": 26578, + "serialized_chars": 26579, "estimated_input_tokens": 6645, "estimated_eval_tokens": 13546 }, @@ -22046,7 +21985,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 49, - "serialized_chars": 26578, + "serialized_chars": 26579, "estimated_input_tokens": 6645, "estimated_eval_tokens": 13546 }, @@ -22055,330 +21994,312 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This looks like a series of recurring daily '[serge] integration failure triage' issues, not true duplicates of one underlying bug. The similarity is mostly the shared template and naming pattern, so I would not merge any of the soft-edge pairs.", - "confidence": 0.91, - "canonical_issue_reason": "issue:47120 has the strongest cross-reference and discussion signal, so it's the best representative of this recurring triage series.", + "summary": "These items are not true duplicates; they are date-stamped instances of the same recurring triage template for Serge integration failures. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47265 is the latest open thread and has inbound references, so it is the best representative of this recurring triage series, though the cluster appears to be separate daily reports rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47120 is the most suitable cluster representative because it has the highest inbound references and activity among these near-identical triage reports.", + "best_issue_reason": "issue:47265 is the most useful representative overall because it is open, latest, and already referenced by other work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but the date-stamped issues indicate separate daily runs rather than one shared bug instance." + "reason": "Different dated triage reports; the title/body similarity is from a recurring template, not the same underlying issue." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "High textual similarity from the template; no evidence these are the same concrete failure." + "reason": "Separate day-specific triage threads, not one duplicate bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These appear to be separate daily triage entries, not duplicate reports of one bug." + "reason": "Same recurring template, but each issue is scoped to a different date and run." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Shared wording only; the differing dates suggest distinct integration-failure occurrences." + "reason": "Adjacent triage reports for different days; not mergeable as one issue." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "The similarity is superficial and tied to the recurring triage format, not the same underlying issue." + "reason": "These are dated integration triage entries, not the same underlying defect." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same template, but no concrete evidence they describe the same failure instance." + "reason": "Different daily triage issues with the same template, not duplicates of one bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Date-separated triage reports; likely separate incidents." + "reason": "Date-stamped triage reports; similarity is superficial and template-driven." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These look like repeated triage placeholders rather than one duplicate bug report." + "reason": "Separate daily reports, not one shared bug or change request." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Shared subsystem wording is not enough to treat them as duplicates." + "reason": "Same recurring triage pattern, but each issue corresponds to a distinct date." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "No evidence of the same concrete bug; just the same daily triage pattern." + "reason": "Different day, different triage thread; not the same underlying failure." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The matching title format is too generic to merge these issues." + "reason": "These look like consecutive triage summaries rather than duplicate issues." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "These likely track different daily failures, not one repeated report." + "reason": "Title match comes from the recurring template, not a single shared defect." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Separate dated triage issues; similarity is from the repeated template." + "reason": "Separate dated triage entries; too broad/similar to merge as duplicates." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "No concrete overlap beyond the recurring integration triage label." + "reason": "Different date-scoped reports for the same subsystem, but not the same bug." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "These appear to be distinct daily reports rather than the same bug." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "High similarity is expected from the template; not enough to dedupe." + "reason": "Recurring triage thread pattern only; not one concrete issue." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Different dates and no shared concrete failure details shown." + "reason": "Distinct daily integration-failure triage reports, not a duplicate pair." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "These look like separate integration-failure triage entries." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Same recurring format, but no evidence of the same underlying bug." + "reason": "Same template and subsystem, but each issue is a separate dated report." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Date-stamped triage reports are not enough to call these duplicates." + "reason": "Different day-specific triage issues; title similarity is not enough to merge." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "The overlap is generic template similarity, not a shared concrete failure." + "reason": "These are separate daily triage threads, not one underlying bug." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Distinct daily triage items; no sign they were the same incident." + "reason": "Recurring triage summaries across days; not plausibly the same issue." }, { "left": "issue:46998", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "These are likely separate runs of the same triage process, not duplicates." + "reason": "Date-scoped reports with the same template, but no shared concrete defect." }, { - "left": "issue:46998", - "right": "issue:47091", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "No concrete bug identity is shared beyond the title pattern." + "reason": "Adjacent daily triage reports; they are similar by format, not by bug identity." }, { - "left": "issue:47037", - "right": "issue:47049", + "left": "issue:46998", + "right": "issue:47091", "accept": false, - "reason": "Same recurring triage naming, but not the same underlying issue." + "reason": "Same recurring title/body pattern, but each issue tracks a different date." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47049", "accept": false, - "reason": "These appear to be different date-specific reports." + "reason": "Separate dated integration triage entries; not the same underlying failure." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Generic similarity only; insufficient for duplicate merging." + "reason": "These are consecutive triage reports, not duplicate fixes or bugs." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "No evidence these are the same failure instance." + "reason": "Different day-scoped triage issues; no evidence they describe one bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Separate dated triage issues with only template-level similarity." + "reason": "Same recurring template, but the reports are for different dates." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "The shared title pattern is not enough to merge them." - }, - { - "left": "issue:47049", - "right": "issue:47102", - "accept": false, - "reason": "These look like independent triage entries, not one bug report." + "reason": "Distinct daily triage threads; similarity is purely structural." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "No concrete code-path or failure identity is shared here." + "reason": "Different date-stamped triage issues, not a single concrete problem." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Likely separate daily failures, despite the same subsystem label." + "reason": "Recurring integration triage format only; not enough to treat as duplicates." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "The similarity is from the recurring triage template, not a shared bug." + "reason": "Separate daily reports with the same label, but not the same underlying bug." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Duplicate of the same generic pattern only; not enough evidence of one underlying failure." + "reason": "Same recurring triage series, but each issue is a distinct day\u2019s report." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different date-stamped triage entries; no sign of the same incident." + "reason": "Different date-specific triage issues; no concrete shared defect shown." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "These are separate daily triage reports, not a single duplicate issue." + "reason": "Template-driven similarity only; these are separate triage threads." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same recurring format, but the reports do not identify one concrete bug." + "reason": "Not the same issue; just another daily instance of the same triage template." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same triage series, but different dates indicate separate reports rather than one duplicate." + "reason": "Both are dated triage reports, not one duplicate bug." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "No evidence these are the same underlying integration failure." + "reason": "Same recurring series, but each item is a different day\u2019s triage thread." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Distinct date-stamped triage entries; the match is only template-level." + "reason": "Daily triage entries with the same template; not mergeable as duplicates." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Separate daily triage issues, not a merged concrete bug report." + "reason": "These are separate date-scoped reports, not a single underlying change or bug." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "The titles are similar, but there is no proof of a shared failure instance." + "reason": "Recurring integration-failure triage reports across different dates." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "These look like successive triage reports, not duplicates." + "reason": "Same triage template, different day; no evidence of one shared defect." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Shared wording only; the underlying failure is not shown to be the same." + "reason": "Different dated reports in a series; not a duplicate pair." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "No concrete overlap beyond the recurring integration triage label." + "reason": "Separate daily triage issues, not the same underlying bug." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "Likely different daily occurrences of a similar problem, not one bug." + "reason": "Date-specific triage threads with only template similarity." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Same recurring triage pattern; not enough evidence to treat as duplicates." + "reason": "Different day-scoped integration triage reports; not duplicates." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Different date-specific triage reports with only generic similarity." + "reason": "Same recurring series, but each issue represents a distinct date." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "No concrete shared failure path is visible here." + "reason": "Recurring template across days does not make these the same issue." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Adjacent daily triage entries, but not the same underlying bug." + "reason": "Adjacent daily triage reports, not one concrete bug or change." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Template similarity only; do not merge without the same concrete failure." + "reason": "Separate date-stamped triage entries; no shared underlying defect shown." }, { "left": "issue:47102", "right": "issue:47265", "accept": false, - "reason": "These appear to be separate integration-failure triage instances." + "reason": "These are consecutive daily reports, not a duplicate issue." } ] }, @@ -22408,7 +22329,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "0f495fef63bfd732f3bfbb88089a71af36134d9fee630328d6f1a6f166a49568", + "prepared_review_unit_hash": "6dd58ca14ff99eb022e749ed6a2eeb4f9ec1fe97dfae1211197bd9d97717eea4", "component_budget": { "node_count": 2, "item_count": 2, @@ -22430,24 +22351,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are near-identical duplicates: same title, highly similar bodies, and no distinguishing targets or files. They should be clustered together, with the earlier issue as canonical.", + "summary": "These two closed issues appear to be duplicate reports for the same request: adding RWKV7 model support. No PRs are present.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is the earliest created item and matches #46984 in title and apparent request, so it is the best canonical issue.", + "canonical_issue_reason": "issue #46983 is a clean canonical choice because it matches the same exact title and there is no evidence it is about a different subcase than #46984.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46983 is the cleanest representative because it was opened first and has the same request as the duplicate.", + "best_issue_reason": "#46983 is suitable as the global issue representative because it is a straightforward duplicate-targeted feature request with the exact same subject as #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same exact title and highly similar problem statement; both ask for RWKV7 model support, with no evidence of different scope." + "reason": "Same title, same feature request, and high textual similarity strongly indicate duplicate issues about the same underlying change request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgment is grounded in the packet: both issues have the exact same title, very similar text similarity evidence, close body lengths, and no distinguishing targets/files. Treating #46983 as canonical because it was opened first is reasonable, and the soft-edge acceptance is conservative enough here." + "feedback": "The summary is grounded in the packet: both items are closed issues with the same title, and no PRs are present. The soft-pair accept is conservative enough given the strong textual match, and the language stays appropriately qualified with \"appear\"." }, "evaluator_used": true, "retried": false, @@ -22474,12 +22395,12 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "45c3612dffa212666b8d918f33b2648d523a621f8e0104e5eb367fe84cf794dc", + "prepared_review_unit_hash": "23f3fdaf31dbd2d00c5ed6f7bde53462860bfc89d1971044f926dded180d24c3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22487,7 +22408,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, + "serialized_chars": 1625, "estimated_input_tokens": 407, "estimated_eval_tokens": 1070 }, @@ -22496,18 +22417,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closely related AI/cybersecurity topic posts, but they do not look like the same underlying issue; they read more like separate discussion/proposal threads than duplicates.", - "confidence": 0.59, - "canonical_issue_reason": "Issue 47015 is the cleaner, more general formulation of the theme and is the better representative if these must be clustered.", + "summary": "Both issues are about AI/LLM-based cybersecurity vulnerability discovery, but they read like separate discussion/report topics rather than the same underlying bug or request. The overlap is broad topical similarity only.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 47015 is slightly more concrete and system-oriented in its wording, making it a marginally better representative of the cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "47015 has the most direct and concise title for the shared topic; 47007 is more retrospective/lesson-oriented and less canonical.", + "best_issue_reason": "Issue 47015 is the best single issue to represent the cluster because it most directly names the core concept of an AI-based vulnerability discovery system.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High topical overlap, but the titles suggest different focuses ('lessons from using advanced LLMs' vs 'novel application of transformers') rather than the same concrete issue." + "reason": "They share a broad AI-vulnerability-discovery theme, but the titles suggest different writeups/angles rather than the same underlying issue; not enough evidence of a true duplicate." } ] }, @@ -22537,7 +22458,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "f576d00c3647ea7da01bdb7257891295e6191898a60401d392b139f6059535bd", + "prepared_review_unit_hash": "1a0cba51e7d4a7bc5ccd26ad773fd9cb4e68ac3202e1a20a179380d8573607b3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22559,28 +22480,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are highly similar and likely related, but the packet does not prove they are exact duplicates: it only shows identical titles and body length, not identical body content, and issue 47139 has 2 inbound references versus 47138's 0. Issue 47138 is the better canonical candidate because it is the earlier issue and has no extra inbound linkage.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 47138 is the earliest apparent candidate and is the cleaner canonical representative of the near-identical issue pair.", + "summary": "These two issues look like likely duplicates / the same report: they share the exact title, the same body length, and strong soft-similarity. However, the packet does not directly compare the body text, so an exact-duplicate claim would be too strong. Issue 47139 is the better canonical hub because it already has inbound references.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47139 is the better canonical hub because it has inbound references and appears to describe the same problem as 47138.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47138 is the strongest cluster representative because it was created first and does not have additional inbound references that distinguish it from 47139.", + "best_issue_reason": "47139 is the best issue candidate because it is the more reference-rich hub for what appears to be the same report as 47138.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", - "accept": false, - "reason": "The issues look very similar, but the packet does not establish identical body content, and 47139 has different inbound-reference metadata. That is enough to treat them as likely duplicates rather than confirmed duplicates." + "accept": true, + "reason": "Likely duplicate / same report: identical title, equal body length, and strong soft-similarity. The packet does not directly compare body text, so this is a conservative same-issue acceptance rather than proof of exact duplication." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the summary overstates what the packet supports. The two issues do have the same title and body_length, but the packet does not show identical body content, so 'duplicates' / 'indistinguishable' is too strong. Also, there is distinguishing metadata: issue 47139 has 2 inbound_references while 47138 has 0. A more conservative framing would be that they are highly similar / likely duplicates, with 47138 as the earlier candidate canonical issue." + "feedback": "The pair is strongly similar and issue 47139 is a reasonable canonical hub because it has inbound references, but the writeup overstates the evidence. The packet only shows identical titles, equal body length, and soft-similarity; it does not prove the issue bodies are identical or that these are exact duplicates. Please downgrade the verdict to a more conservative 'likely duplicate/same report' unless the body content is directly compared." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -22595,18 +22516,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-78", + "cluster_id": "cluster-40546-79", "nodes": [ "pull_request:44517", + "pull_request:44775", "pull_request:46174", "pull_request:46196", "pull_request:46266", "pull_request:46376", - "pull_request:46395", "pull_request:46780", "pull_request:46834", "pull_request:46903", - "pull_request:46912", "pull_request:46954", "pull_request:46957", "pull_request:46958", @@ -22627,12 +22547,11 @@ "pull_request:47150", "pull_request:47166", "pull_request:47173", - "pull_request:47179", - "pull_request:47181", "pull_request:47184", "pull_request:47202", "pull_request:47204", "pull_request:47212", + "pull_request:47216", "pull_request:47218", "pull_request:47223", "pull_request:47224", @@ -22644,7 +22563,8 @@ "pull_request:47260", "pull_request:47263", "pull_request:47266", - "pull_request:47268" + "pull_request:47268", + "pull_request:47275" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22684,225 +22604,286 @@ "pull_request:46376|pull_request:47202", "pull_request:47202|pull_request:47241", "pull_request:44517|pull_request:47082", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", "pull_request:47173|pull_request:47268", - "pull_request:46196|pull_request:47202", - "pull_request:46912|pull_request:47179", - "pull_request:46395|pull_request:47181" + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202" ], - "prepared_review_unit_hash": "c273f3bd59ef2b91685047b958e3e90a5df14aa0834b3bc55a9d1d170122dd04", + "prepared_review_unit_hash": "95a0e5640373b082fd2a39c088fea68db70b4b87ba38851d409d30bbc1319fae", "component_budget": { - "node_count": 78, - "item_count": 78, - "soft_pair_count": 217, - "serialized_chars": 272532, - "estimated_input_tokens": 68133, - "estimated_eval_tokens": 136522 + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 127339, - "estimated_input_tokens": 31835, - "estimated_eval_tokens": 63926 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 123158, + "estimated_input_tokens": 30790, + "estimated_eval_tokens": 61836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a heterogeneous PR cluster with a few real duplicate mini-clusters: RT-DETR-family MPS sine-embedding fixes, TimesFM 2.5 window_size fixes, and CohereASR double-shift loss fixes. Most other soft edges are only sharing a broad subsystem or being part of an unrelated bundled PR.", - "confidence": 0.57, + "summary": "Mostly a mixed set of unrelated PRs. Only a few soft edges look like true duplicates: the MPS sinusoidal-embedding workaround cluster, the TimesFM2.5 window_size fix cluster, and the COCO image-loading test refactor. The rest are adjacent but distinct fixes and should stay separate.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "47234 is the clearest representative of the RT-DETR-family MPS sine-embedding fix: it is issue-linked, focused on the same helper across related models, and matches the strongest duplicate mini-cluster.", + "canonical_pr_reason": "PR #46174 is the best canonical PR: it is the earliest and broadest direct fix for the MPS float64 sinusoidal-embedding crash, covering the shared helper across multiple affected vision models.", "best_issue_reason": null, - "best_pr_reason": "47234 is the most concrete, well-scoped, issue-linked PR in the strongest duplicate subcluster, so it is the best single representative here.", + "best_pr_reason": "PR #46174 is the strongest representative of the main duplicate cluster because it addresses the core crash across the widest set of affected models with a concrete code-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same MPS crash in build_2d_sinusoidal_position_embedding on the same helper/function; both change the same RT-DETR-family code path." + "reason": "Same MPS float64 crash in build_2d_sinusoidal_position_embedding; 46780 is a narrower model-specific variant of the same fix." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Same RT-DETR-family MPS sine-embedding bug and same helper; 47234 is a later variant of the same fix." + "reason": "Same helper, same MPS embedding crash, same numerical workaround family; these are overlapping fixes for the same bug." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same underlying MPS sine-embedding crash in the same function across the RT-DETR-family models." + "reason": "Both fix the same build_2d_sinusoidal_position_embedding MPS crash across overlapping vision models." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Same TimesFM 2.5 window_size / moving-average bug in the same preprocessing path; 47223 is the broader version of the same fix." + "reason": "Same TimesFM2.5 window_size bug; one fixes the wrong helper call, the other removes stale config attrs and adds regression coverage." }, { "left": "pull_request:46903", "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in forward(); both fix the same loss alignment problem." + "accept": false, + "reason": "They overlap in cohere_asr, but 46903 is a broader multi-model PR and not the same single concrete change." }, { "left": "pull_request:46903", "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR loss double-shift bug in the same code path; only the loss computation approach differs." + "accept": false, + "reason": "Related double-shift fixes, but 46903 also changes PPFormulaNet; these are not the same standalone PR." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Different models and code paths; they only share a generic integration-test-failure theme." + "reason": "Different models and different failures; only both are test-output updates in a broad sense." }, { "left": "pull_request:47122", "right": "pull_request:47150", "accept": false, - "reason": "Different bugs in different model code paths; no concrete overlap beyond being serge-failure fixes." + "reason": "Edgetam integration fix vs Whisper generation fix; unrelated code paths." }, { "left": "pull_request:47123", "right": "pull_request:47150", "accept": false, - "reason": "Unrelated models and fixes; only the failure category is similar." + "reason": "MiniMax-M3-VL load_error fix is unrelated to Whisper output mismatch." }, { "left": "pull_request:47150", "right": "pull_request:47266", "accept": false, - "reason": "Whisper generation fix vs DeepSeek-V3.2 load-error fix; unrelated code paths." + "reason": "Whisper generation fix vs DeepseekV32 load_error fix; different bugs and code paths." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": false, - "reason": "47224 is a bundled multi-fix PR; the edgetam overlap is not enough to treat the full artifacts as the same standalone change." + "reason": "47224 bundles several unrelated serge fixes; it is not just the Edgetam original_sizes issue." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different model families and fixes; only the broader test-failure label overlaps." + "reason": "Different models and failure modes; no shared underlying bug." }, { "left": "pull_request:47122", "right": "pull_request:47266", "accept": false, - "reason": "Edgetam integration-test fix vs DeepSeek-V3.2 load-error fix; unrelated." + "reason": "Edgetam backbone kwargs issue vs DeepseekV32 offload/load_error issue." }, { "left": "pull_request:47124", "right": "pull_request:47266", "accept": false, - "reason": "Falcon-Mamba output-mismatch tests vs DeepSeek-V3.2 load-error fix; unrelated." + "reason": "Falcon Mamba output mismatch and DeepseekV32 load_error are unrelated." }, { "left": "pull_request:47122", "right": "pull_request:47124", "accept": false, - "reason": "Different model families and different failing behaviors; not the same underlying bug." + "reason": "Different model families and different fixes." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": false, - "reason": "47224 bundles multiple fixes; the whisper overlap is only one part of a larger unrelated PR." + "reason": "47224 includes Whisper plus unrelated tokenizer/Edgetam changes, so it is not the same standalone PR." }, { "left": "pull_request:47218", "right": "pull_request:47260", - "accept": false, - "reason": "Both touch image-loading tests, but one is a helper refactor and the other is COCO fixture standardization; not the same concrete change." + "accept": true, + "reason": "Both standardize test image loading to the shared fixture helper and are effectively the same refactor." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs Musicgen generate typo; unrelated." + "reason": "CohereASR loss fix vs Musicgen generate typo; unrelated changes." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 compatibility cleanup vs CohereASR loss fix; unrelated." + "reason": "Pytest-v9 fp32-module tweak and CohereASR loss fix address different problems." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Docker workflow removal vs Dockerfile dependency additions; different changes." + "reason": "Dropping a docker image builder is unrelated to adding exporter dependencies." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat-template JSON schema fix vs AqlmConfig type error-message fix; unrelated." + "reason": "JSON-schema enum handling and AqlmConfig error-message text are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Dependabot comment tweak in doc workflows vs docker-image-builder removal; unrelated." + "reason": "Doc-builder comment cleanup is not the same as removing the CI docker-image workflow." }, { "left": "pull_request:47072", "right": "pull_request:47263", "accept": false, - "reason": "Different areas: chat-template schema parsing vs auto.register regression test." + "reason": "get_json_schema crash fix vs auto.register string-key test; different code paths." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but one is a translation addition and the other is wording cleanup; not the same change." + "reason": "Both touch Japanese docs, but they are separate wording/translation updates, not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Exporter dependency setup vs exporter logic fixes; related area but different concrete changes." - }, - { - "left": "pull_request:47072", - "right": "pull_request:47229", - "accept": false, - "reason": "Chat-template schema fix vs TimesFM preprocessing fix; unrelated." + "reason": "Exporter environment packaging vs exporter code fixes; different layers of the stack." }, { "left": "pull_request:47224", "right": "pull_request:47268", "accept": false, - "reason": "Bundled serge-failure fixes vs Zaya auto-fix; unrelated." + "reason": "47224 is a multi-fix integration-test PR; Zaya cache/test changes are unrelated." }, { "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Both involve sine position embeddings, but they fix different model families and different failure modes/code paths." + "reason": "Same broad embedding helper family, but different root causes: MPS dtype workaround vs torch.compile cumsum rewrite issue." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion/mapping work vs finegrained FP8 generation optimization; unrelated." + "reason": "Dino model conversion mapping work and finegrained FP8 generation/quantization work are unrelated." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "VITS test re-enable vs RT-DETRv2 converter fix; unrelated." + "reason": "VITS forward-test reenablement vs RT-DETRv2 converter key cleanup; different subsystems." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs wording vs quantized cache documentation update; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation updates for model tests vs Qwen3Next/Videomt test harness changes; not the same bug." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirement annotations and Switch Transformers error-message cleanup are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test extensions vs XPU expectation fixes; different targets and code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and CI docker-builder removal are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "CI docker cleanup vs DETR-family compile crash fix; different concerns." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS model addition and RoMa keypoint matcher addition are separate features." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording changes vs adding a new model implementation are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Docs-only parallelism updates vs EfficientVit-SAM model addition; not the same change." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47268", + "accept": false, + "reason": "XPU expectation adjustments and Zaya cache/test changes are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors FP8 support and EfficientVit-SAM model addition are separate feature areas." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", "accept": false, - "reason": "Param2MoE model support vs Cosmos3 Edge model support; both are model additions but for different architectures and code paths." + "reason": "SDPA dispatch support for wav2vec2-family models and CI docker-builder removal are unrelated." } ] }, @@ -22924,7 +22905,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-78", + "cluster_id": "cluster-40546-79", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22933,6 +22914,7 @@ "pull_request:46266", "pull_request:46267", "pull_request:46376", + "pull_request:46395", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -22963,7 +22945,6 @@ "pull_request:47210", "pull_request:47216", "pull_request:47218", - "pull_request:47223", "pull_request:47229", "pull_request:47231", "pull_request:47239", @@ -22972,24 +22953,28 @@ "pull_request:47255", "pull_request:47260", "pull_request:47263", - "pull_request:47264", - "pull_request:47268" + "pull_request:47268", + "pull_request:47275" ], "soft_pairs": [ + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181", "pull_request:47003|pull_request:47204", "pull_request:47163|pull_request:47173", + "pull_request:47093|pull_request:47275", "pull_request:46196|pull_request:47210", "pull_request:46995|pull_request:47163", "pull_request:47069|pull_request:47089", "pull_request:46376|pull_request:47260", + "pull_request:46836|pull_request:47275", "pull_request:47204|pull_request:47268", "pull_request:47260|pull_request:47268", "pull_request:46196|pull_request:46995", "pull_request:47089|pull_request:47113", "pull_request:47239|pull_request:47255", "pull_request:47078|pull_request:47239", - "pull_request:47093|pull_request:47255", "pull_request:47089|pull_request:47231", + "pull_request:47093|pull_request:47255", "pull_request:47218|pull_request:47268", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", @@ -23005,11 +22990,12 @@ "pull_request:46995|pull_request:47143", "pull_request:47093|pull_request:47143", "pull_request:47184|pull_request:47260", - "pull_request:46266|pull_request:47216", "pull_request:47093|pull_request:47163", + "pull_request:46266|pull_request:47216", "pull_request:47082|pull_request:47108", "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", + "pull_request:47078|pull_request:47275", "pull_request:47077|pull_request:47210", "pull_request:47175|pull_request:47179", "pull_request:47231|pull_request:47255", @@ -23017,498 +23003,412 @@ "pull_request:44775|pull_request:46836", "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", + "pull_request:47239|pull_request:47275", "pull_request:47229|pull_request:47231", "pull_request:47175|pull_request:47263", "pull_request:46376|pull_request:47218", "pull_request:46836|pull_request:47218", "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47275", "pull_request:47082|pull_request:47181", "pull_request:47108|pull_request:47216", - "pull_request:46912|pull_request:47082", "pull_request:47239|pull_request:47243", "pull_request:43451|pull_request:44775", - "pull_request:44775|pull_request:46376", "pull_request:47077|pull_request:47239", "pull_request:46836|pull_request:47178", "pull_request:46912|pull_request:47078", "pull_request:47108|pull_request:47204", "pull_request:46895|pull_request:47268", - "pull_request:47175|pull_request:47239", "pull_request:46266|pull_request:46376", "pull_request:47243|pull_request:47253", "pull_request:46895|pull_request:47207", "pull_request:46266|pull_request:47034", + "pull_request:47108|pull_request:47275", "pull_request:46196|pull_request:46376", - "pull_request:47198|pull_request:47253", - "pull_request:46196|pull_request:47223", - "pull_request:47034|pull_request:47253", - "pull_request:47181|pull_request:47263", - "pull_request:44517|pull_request:47264", - "pull_request:47077|pull_request:47216", - "pull_request:44517|pull_request:47181", - "pull_request:46376|pull_request:47198", - "pull_request:47078|pull_request:47243" + "pull_request:47198|pull_request:47253" ], - "prepared_review_unit_hash": "4f655365b51988e55ddfe60ca06d60c9ac1f3dc6446e0a41be63f711af5da56e", + "prepared_review_unit_hash": "864b01898048fa88aefdc8e53eb40bff5d3b976d4a84bc8d240bf4e8c16bc148", "component_budget": { - "node_count": 78, - "item_count": 78, - "soft_pair_count": 217, - "serialized_chars": 272532, - "estimated_input_tokens": 68133, - "estimated_eval_tokens": 136522 + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 72, - "serialized_chars": 137516, - "estimated_input_tokens": 34379, - "estimated_eval_tokens": 69014 + "soft_pair_count": 69, + "serialized_chars": 138058, + "estimated_input_tokens": 34515, + "estimated_eval_tokens": 69286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated PRs across models, docs, tests, and exporter/runtime plumbing. Only one soft edge looks like a real duplicate-style overlap: the two image-loading test refactors around `load_test_image`.", - "confidence": 0.78, + "summary": "This cluster is heterogeneous: mostly unrelated model-add PRs, doc wording tweaks, exporter/test maintenance, and backend-specific fixes. None of the soft edges look like true duplicates or safely mergeable into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR exists for the full set; the items are too heterogeneous. If a representative PR is needed, 47260 is the cleanest exemplar of the shared image-fixture-loading refactor.", + "canonical_pr_reason": "No canonical duplicate PR stands out. The closest representative is 47179 because it is a full model-support PR with docs, auto-registration, and tests, but the surrounding items are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "47260 is the strongest representative of the only genuine overlap here: a broad, self-contained standardization of test image loading across the vision test suite.", + "best_pr_reason": "47179 is the best standalone representative if one must be chosen: it is a substantial self-contained model-add PR with an explicit issue link and broad integration changes. It is still not a duplicate anchor for the rest of the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test updates vs. Granite/GraniteMoe model support; different change and code paths." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE model addition vs. Cosmos3 Edge model addition; unrelated architectures." + }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "Exporter-related, but one adds OpenVINO export support and the other adds CPU exporter test deps; not the same change." + "reason": "OpenVINO exporter implementation vs. torch-light dependency setup for exporter tests; not the same fix." }, { "left": "pull_request:47163", "right": "pull_request:47173", "accept": false, - "reason": "Both are test-only XPU updates, but they target different failures and different model suites." + "reason": "Paged-attention XPU test coverage vs. expectation updates across tests; different test issues." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model add vs. EfficientViTSam model add; separate model integrations." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "Both touch attention internals, but one is sdpa dispatch support for audio models and the other is packed-row varlen routing; different code paths." + "reason": "SDPA dispatch support for wav2vec2-family audio models vs. packed varlen attention routing; distinct attention problems." }, { "left": "pull_request:46995", "right": "pull_request:47163", "accept": false, - "reason": "Availability check for flash linear attention is unrelated to paged-attention XPU test updates." + "reason": "MLU flash-linear-attention availability check vs. XPU paged-attention tests; unrelated backends and codepaths." }, { "left": "pull_request:47069", "right": "pull_request:47089", "accept": false, - "reason": "Type annotation/property behavior change is unrelated to AqlmConfig error-message fixes." + "reason": "Config property return-type change vs. Aqlm error-message wording; no shared bug/change." }, { "left": "pull_request:46376", "right": "pull_request:47260", "accept": false, - "reason": "Continuous batching multimodal support is a core runtime change; the other is a test image-loading refactor." + "reason": "Continuous batching multimodal support vs. test image fixture refactor; not the same underlying change." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model support vs. EfficientViTSam model support; different model families." }, { "left": "pull_request:47204", "right": "pull_request:47268", "accept": false, - "reason": "Exporter container deps are unrelated to Zaya test skips and expectation updates." + "reason": "Exporter test dependencies vs. Zaya test auto-fix; unrelated maintenance." }, { "left": "pull_request:47260", "right": "pull_request:47268", "accept": false, - "reason": "Shared test infra versus Zaya-specific CI adjustments; not the same underlying bug/change." + "reason": "COCO image-loading standardization vs. Zaya test fixes; different test suites and goals." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Different attention features: sdpa dispatch support versus MLU availability detection." + "reason": "Both touch attention infrastructure, but one is SDPA dispatch support and the other is backend availability gating; not the same fix." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig message text fix is unrelated to audio feature/proc requirement annotations." + "reason": "Aqlm error-message cleanup vs. audio feature/proc requirement annotations; unrelated." }, { "left": "pull_request:47239", "right": "pull_request:47255", "accept": false, - "reason": "Both are doc tweaks, but they address different pages and different wording issues." + "reason": "Tokenizer docs clarification vs. Gemma4 docstring example update; different documentation changes." }, { "left": "pull_request:47078", "right": "pull_request:47239", "accept": false, - "reason": "Japanese wording cleanup is unrelated to extra_special_tokens documentation clarification." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model additions: OpenPangu-V2 versus Cosmos3 Edge." + "reason": "General Japanese wording cleanup vs. tokenizer documentation clarification; not the same underlying edit." }, { - "left": "pull_request:47108", - "right": "pull_request:47239", + "left": "pull_request:47089", + "right": "pull_request:47231", "accept": false, - "reason": "Doc-builder comment formatting has nothing to do with tokenizer docs wording." + "reason": "Aqlm config message fix vs. MoonshineStreaming sliding-window logic fix; unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47231", + "left": "pull_request:47093", + "right": "pull_request:47255", "accept": false, - "reason": "Audio backend requirements are unrelated to MoonshineStreaming window-context logic." + "reason": "OpenPangu-V2 model support vs. Gemma4 docstring example; different scope entirely." }, { "left": "pull_request:47218", "right": "pull_request:47268", "accept": false, - "reason": "Image-loading test refactor and Zaya test skips/expectations are different test fixes." + "reason": "Image-loading refactor in tests vs. Zaya test auto-fix; separate test maintenance." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Parallelism docs rename/addition is unrelated to Japanese DistilBERT translation work." + "reason": "English N-D parallelism docs vs. Japanese DistilBERT translation; different docs work." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated runtime changes." + "reason": "Multimodal continuous batching vs. flash-linear-attention availability check; different subsystems." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "RoPE test expansion is unrelated to XPU expectation adjustments." + "reason": "RoPE test updates vs. XPU expectation fixes; not the same bug or change." }, { "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + "reason": "Backend availability check vs. Cosmos3 Edge model support; unrelated." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing updates are unrelated to adding Cosmos3 Edge." + "reason": "Serve chat parsing refactor vs. Cosmos3 Edge model addition; different domains." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Different model support additions; no shared concrete code-path problem." + "reason": "OpenPangu-V2 model support vs. Cosmos3 Edge model support; separate model additions." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "Quantization config error text fix is unrelated to TimesFM 2.5 preprocessing." + "reason": "Aqlm error-message fix vs. TimesFM 2.5 preprocessing method-name fix; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model addition and multimodal continuous batching are unrelated features." + "reason": "Qwen3-TTS model addition vs. continuous batching multimodal support; shared repo area only." }, { "left": "pull_request:47207", "right": "pull_request:47218", "accept": false, - "reason": "Swin2SR padding bug fix is unrelated to the image-loading helper refactor." + "reason": "Swin2SR padding fix vs. image-loading test refactor; different concerns." }, { "left": "pull_request:44775", "right": "pull_request:47181", "accept": false, - "reason": "N-D parallelism docs and Cosmos3 Edge model support are unrelated." + "reason": "Docs-only parallelism reorg vs. Cosmos3 Edge model support; no common underlying change." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Exporter CPU test deps are unrelated to Swin2SR over-padding." + "reason": "Exporter test dependencies vs. Swin2SR padding bug fix; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Flash-linear-attention availability and NeuCodec support are different changes." + "reason": "Flash-linear-attention availability vs. NeuCodec model support; different changes." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 and NeuCodec are distinct model additions with no shared bug/change." + "reason": "OpenPangu-V2 model add vs. NeuCodec model add; separate architectures." }, { "left": "pull_request:47184", "right": "pull_request:47260", "accept": false, - "reason": "Qwen3-Next multi-accelerator test coverage is unrelated to image fixture loading." + "reason": "Qwen3Next test update vs. COCO image fixture standardization; unrelated test maintenance." }, { - "left": "pull_request:46266", - "right": "pull_request:47216", + "left": "pull_request:47093", + "right": "pull_request:47163", "accept": false, - "reason": "DINO conversion/modernization work is unrelated to compressed-tensors fp8 docs/runtime changes." + "reason": "Model addition vs. paged-attention XPU tests; different codepaths." }, { - "left": "pull_request:47093", - "right": "pull_request:47163", + "left": "pull_request:46266", + "right": "pull_request:47216", "accept": false, - "reason": "Model support addition versus paged-attention test support; not the same change." + "reason": "DINO modernisation vs. compressed-tensors FP8 quantization work; unrelated subsystems." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support and doc-builder comment changes are unrelated." + "reason": "RoMa model support vs. doc-builder pin comment cleanup; no common change." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite model support and packed sdpa routing are unrelated." + "reason": "Granite model support vs. varlen SDPA routing; different features." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "Audio sdpa dispatch support is unrelated to Granite-swa model support." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47210", - "accept": false, - "reason": "Japanese docs translation and packed sdpa routing are unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47179", - "accept": false, - "reason": "CI expectation updates for Olmo3 are unrelated to Granite-swa model support." - }, - { - "left": "pull_request:47231", - "right": "pull_request:47255", - "accept": false, - "reason": "MoonshineStreaming windowing bug and Gemma4 docstring example are unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47260", - "accept": false, - "reason": "Quantization test updates are unrelated to image-loading refactors." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46836", - "accept": false, - "reason": "Docs-only parallelism navigation changes are unrelated to Unlimited OCR model support." + "reason": "wav2vec2 SDPA support vs. Granite model support; unrelated." }, { - "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "RoMa model integration is unrelated to sdpa varlen packing." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47255", + "left": "pull_request:47239", + "right": "pull_request:47275", "accept": false, - "reason": "Different targets: Granite model support versus Gemma4 docstring wording." + "reason": "Tokenizer docs vs. EfficientViTSam model support; different areas." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "TimesFM 2.5 method-name fix and MoonshineStreaming sliding-window fix are distinct preprocessing bugs." + "reason": "TimesFM 2.5 preprocessing method fix vs. MoonshineStreaming sliding-window fix; unrelated time-series/audio models." }, { "left": "pull_request:47175", "right": "pull_request:47263", "accept": false, - "reason": "Olmo3 CI expectation updates are unrelated to auto-register string-key regression coverage." + "reason": "Olmo3 CI expectation updates vs. auto.register string-key regression test; separate test fixes." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Multimodal continuous batching work is unrelated to loading COCO fixtures in tests." + "reason": "Continuous batching feature work vs. image-loading test helper refactor; not the same change." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support is unrelated to the image-loading helper refactor." + "reason": "Unlimited OCR model support vs. test image-loading refactor; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode optimization is unrelated to compressed-tensors fp8 support." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47181", - "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are different model additions." + "reason": "Finegrained FP8 decode-kernel changes vs. compressed-tensors quantization support; different exporter/quantization work." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Documentation comment cleanup is unrelated to compressed-tensors runtime changes." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47082", - "accept": false, - "reason": "RoPE test coverage changes are unrelated to RoMa model support." + "reason": "Doc-builder comment tweak vs. compressed-tensors FP8 support; unrelated." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer docs clarification is unrelated to Executorch exporter fixes." + "reason": "Tokenizer docs clarification vs. Executorch exporter fixes; different areas." }, { "left": "pull_request:43451", "right": "pull_request:44775", "accept": false, - "reason": "Molmo2 model addition is unrelated to docs-only parallelism navigation changes." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46376", - "accept": false, - "reason": "Docs navigation changes are unrelated to continuous batching runtime work." + "reason": "Model addition PR vs. docs-only parallelism restructure; no shared underlying bug/change." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to tokenizer docs wording." + "reason": "Japanese DistilBERT translation vs. tokenizer docs clarification; unrelated doc changes." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR model support and SigLIP path fixes are unrelated." + "reason": "Unlimited OCR model support vs. SigLIP path cleanup; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test updates are unrelated to Japanese wording improvements." + "reason": "RoPE test changes vs. Japanese wording cleanup; different scopes." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment formatting is unrelated to exporter test container deps." + "reason": "Doc-builder comment cleanup vs. CPU exporter test dependencies; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47268", "accept": false, - "reason": "CohereASR training-loss fix and Zaya test changes are unrelated model bugs." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47239", - "accept": false, - "reason": "Olmo3 CI expectation changes are unrelated to tokenizer docs clarification." + "reason": "CohereASR training-loss fix vs. Zaya test auto-fix; different models and bugs." }, { "left": "pull_request:46266", "right": "pull_request:46376", "accept": false, - "reason": "DINO conversion/modernization work is unrelated to multimodal continuous batching." + "reason": "DINO conversion/model modernisation vs. continuous batching multimodal support; unrelated." }, { "left": "pull_request:47243", "right": "pull_request:47253", "accept": false, - "reason": "Executorch exporter fixes and tensor-parallel lm_head handling are different code paths." + "reason": "Executorch exporter bug fixes vs. tp_plan propagation for lm_heads; different integration bugs." }, { "left": "pull_request:46895", "right": "pull_request:47207", "accept": false, - "reason": "CohereASR loss shift bug and Swin2SR padding bug are unrelated." + "reason": "CohereASR loss-shift fix vs. Swin2SR padding fix; unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47034", "accept": false, - "reason": "Modernizing DINO models is unrelated to the Neuron SFT experiment PR." + "reason": "Vision model modernization vs. Neuron SFT experiment scripts; no duplicate relation." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47108", + "right": "pull_request:47275", "accept": false, - "reason": "Audio-model sdpa dispatch support and multimodal continuous batching are different runtime features." + "reason": "Doc-builder comment cleanup vs. EfficientViTSam model support; unrelated." }, { - "left": "pull_request:47198", - "right": "pull_request:47253", + "left": "pull_request:46196", + "right": "pull_request:46376", "accept": false, - "reason": "GPTNeoX/GPTBigCode backend compatibility is unrelated to tensor-parallel lm_head validation." + "reason": "Audio-model SDPA support vs. continuous batching multimodal support; different codepaths." }, { - "left": "pull_request:47034", + "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "Neuron SFT experiment and tensor-parallel lm_head changes do not fix the same underlying bug." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47263", - "accept": false, - "reason": "Cosmos3 Edge model support and auto.register string-key regression coverage are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47264", - "accept": false, - "reason": "Qwen3-TTS model addition is unrelated to DAB-DETR/Grounding DINO dtype mismatch fixes." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47216", - "accept": false, - "reason": "Japanese translation work is unrelated to compressed-tensors fp8 support." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model families and unrelated feature additions." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47198", - "accept": false, - "reason": "Continuous batching multimodal support and GPT backend compatibility are unrelated." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47243", - "accept": false, - "reason": "Japanese docs wording and Executorch exporter fixes are unrelated." + "reason": "GPTBigCode/GPTNeoX backend compatibility vs. tp_plan propagation; separate backend issues." } ] }, @@ -23530,14 +23430,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-78", + "cluster_id": "cluster-40546-79", "nodes": [ "pull_request:43451", "pull_request:44517", + "pull_request:46196", "pull_request:46266", "pull_request:46310", "pull_request:46376", - "pull_request:46509", "pull_request:46658", "pull_request:46834", "pull_request:46836", @@ -23554,16 +23454,15 @@ "pull_request:47090", "pull_request:47096", "pull_request:47105", - "pull_request:47108", "pull_request:47113", "pull_request:47122", "pull_request:47123", "pull_request:47143", "pull_request:47162", - "pull_request:47163", "pull_request:47166", "pull_request:47175", "pull_request:47178", + "pull_request:47181", "pull_request:47184", "pull_request:47198", "pull_request:47207", @@ -23579,27 +23478,35 @@ "pull_request:47263", "pull_request:47264", "pull_request:47266", - "pull_request:47268" + "pull_request:47268", + "pull_request:47275" ], "soft_pairs": [ + "pull_request:46196|pull_request:47223", + "pull_request:47034|pull_request:47253", + "pull_request:47181|pull_request:47263", + "pull_request:44517|pull_request:47264", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:47078|pull_request:47243", "pull_request:47069|pull_request:47113", "pull_request:47069|pull_request:47082", "pull_request:43451|pull_request:46266", "pull_request:43451|pull_request:44517", - "pull_request:47034|pull_request:47108", "pull_request:47207|pull_request:47255", "pull_request:43451|pull_request:47263", "pull_request:46376|pull_request:47207", "pull_request:47105|pull_request:47255", "pull_request:47003|pull_request:47178", "pull_request:47143|pull_request:47263", - "pull_request:43451|pull_request:47078", "pull_request:47077|pull_request:47198", "pull_request:46912|pull_request:47113", "pull_request:47113|pull_request:47241", "pull_request:47113|pull_request:47175", "pull_request:47175|pull_request:47207", "pull_request:47184|pull_request:47268", + "pull_request:47175|pull_request:47239", + "pull_request:46658|pull_request:47275", "pull_request:47069|pull_request:47175", "pull_request:47223|pull_request:47243", "pull_request:46376|pull_request:47184", @@ -23607,8 +23514,8 @@ "pull_request:46912|pull_request:47253", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:46957|pull_request:47003", "pull_request:47069|pull_request:47223", + "pull_request:46957|pull_request:47275", "pull_request:47166|pull_request:47268", "pull_request:47175|pull_request:47223", "pull_request:46310|pull_request:47162", @@ -23627,334 +23534,288 @@ "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", "pull_request:47241|pull_request:47264", - "pull_request:46658|pull_request:46836", - "pull_request:47163|pull_request:47166", - "pull_request:47163|pull_request:47184", - "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143" + "pull_request:46658|pull_request:46836" ], - "prepared_review_unit_hash": "5027a2b1d618e631a263e385821d3817d03ba00cf00f42724d2ebc64716b3876", + "prepared_review_unit_hash": "aafccf5279b02b65a4194f876015c7b0c41c3ffa8686a6ea2b778dbfe9409ad5", "component_budget": { - "node_count": 78, - "item_count": 78, - "soft_pair_count": 217, - "serialized_chars": 272532, - "estimated_input_tokens": 68133, - "estimated_eval_tokens": 136522 + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 50, - "serialized_chars": 129249, - "estimated_input_tokens": 32313, - "estimated_eval_tokens": 64882 + "soft_pair_count": 53, + "serialized_chars": 132327, + "estimated_input_tokens": 33082, + "estimated_eval_tokens": 66420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only clear duplicate clusters here are MoonshineStreaming sliding-window right-context fixes, CohereASR training-loss double-shift fixes, and TimesFM2_5 window_size/method-name fixes. Most other pairs are just same-subsystem or same-test-suite changes and should stay separate.", - "confidence": 0.94, + "summary": "Most items are unrelated feature/docs/test PRs. The only clear duplicate clusters are MoonshineStreaming sliding-window off-by-one fixes, CohereASR double-shift loss fixes, and TimesFM2_5 moving-average method-name fixes. Most other soft-similarity pairs are superficial matches on subsystem, model-addition, or test churn and should stay separate.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate cluster: it targets the exact training-loss double-shift path, explains the bug, and preserves the loss-function semantics rather than swapping in a separate ad hoc loss computation.", + "canonical_pr_reason": "47090 is the clearest representative of the CohereASR duplicate cluster: it addresses the exact double-shift training-loss bug with a focused code-path fix and explicit reasoning, while the nearby variants are either earlier or less precise implementations of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best overall PR representative because it has the most explicit bug description and the cleanest fix for a concrete code-path problem, making it the strongest canonical duplicate target among the candidates.", + "best_pr_reason": "47090 is the strongest overall canonical PR in this set: narrow scope, concrete bug, explicit issue target, and a clean implementation that best matches the underlying failure mode.", "soft_edge_verdicts": [ + { + "left": "pull_request:46196", + "right": "pull_request:47223", + "accept": false, + "reason": "Same broad model family, but these fix different bugs: wav2vec2 SDPA dispatch vs TimesFM2_5 preprocessing method naming." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47253", + "accept": false, + "reason": "Unrelated changes: Neuron SFT training scaffolding vs tensor-parallel validation in core library code." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47263", + "accept": false, + "reason": "Different changes entirely: a new model support PR vs an auto-regression test for string keys." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47264", + "accept": false, + "reason": "Different model areas and bugs: Qwen3-TTS feature/model addition vs DETR-family dtype mismatch fixes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47181", + "accept": false, + "reason": "Both are model additions, but they are for different models and unrelated code paths; not a duplicate change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47198", + "accept": false, + "reason": "Continuous batching multimodal support and GPTBigCode/GPTNeoX backend fixes are unrelated changes." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese docs wording cleanup is unrelated to Executorch exporter fixes." + }, { "left": "pull_request:47069", "right": "pull_request:47113", "accept": false, - "reason": "Different changes: one adjusts a config property type, the other fixes audio feature/proc requirements." + "reason": "Num_labels typing fix and audio requirements decorators are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47082", "accept": false, - "reason": "Unrelated PRs touching config typing vs adding a new model." + "reason": "Config property return-type fix vs adding a new RoMa model are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Different model additions and codepaths; same repo area only." + "reason": "Both are large model-support PRs, but for different models and different conversion/mapping work." }, { "left": "pull_request:43451", "right": "pull_request:44517", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are separate model additions, not the same change." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47108", - "accept": false, - "reason": "Completely different areas: Neuron SFT experiment vs doc-builder comment cleanup." + "reason": "Different model additions with no shared underlying bug or code path." }, { "left": "pull_request:47207", "right": "pull_request:47255", "accept": false, - "reason": "One fixes Swin2SR padding logic; the other changes a Gemma4 docstring example." + "reason": "Swin2SR padding bug and Gemma4 docstring example update are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47263", "accept": false, - "reason": "Different features: new model support vs auto-mapping test coverage." + "reason": "Molmo2 model addition and an auto-registration test are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47207", "accept": false, - "reason": "Continuous batching multimodal support and Swin2SR padding are unrelated." + "reason": "Continuous batching feature work and Swin2SR padding logic are unrelated." }, { "left": "pull_request:47105", "right": "pull_request:47255", "accept": false, - "reason": "VITS test re-enable and Gemma4 doc example are unrelated maintenance changes." + "reason": "VITS test re-enable and Gemma4 docstring example update are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47178", "accept": false, - "reason": "OpenVINO exporter work and SigLIP path cleanup are separate changes." + "reason": "OpenVINO exporter implementation and SigLIP path cleanup are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47263", "accept": false, - "reason": "NeuCodec support and auto-register string-key test are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47078", - "accept": false, - "reason": "Different model/doc updates; no shared underlying bug or change." + "reason": "NeuCodec model support and an auto-registration test are unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Japanese doc translation and GPTNeoX/GPTBigCode backend fixes are unrelated." + "reason": "Japanese docs translation and GPTBigCode/GPTNeoX backend fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47113", "accept": false, - "reason": "RoPE tests across multiple models are not the same change as audio requirements fixes." + "reason": "RoPE test expansion and audio feature/proc requirement fixes are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Audio requirement cleanup and DETR-family compile fix address different bugs." + "reason": "Audio requirements cleanup and DETR-family dtype fixes are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Different targets: audio requirements vs OLMo3 CI expectation updates." + "reason": "Audio feature/proc requirement fixes and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "OLMo3 CI numbers and Swin2SR over-padding are unrelated." + "reason": "OLMo3 CI expectation changes and Swin2SR padding fixes are unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47268", "accept": false, - "reason": "Qwen3-Next/VideOMT test-annotation updates and Zaya test fixes are different test changes." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47223", - "accept": false, - "reason": "Config typing change and TimesFM2_5 AttributeError fix are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47184", - "accept": false, - "reason": "Continuous batching multimodal support and Qwen3-Next/VideOMT test updates are unrelated." + "reason": "Qwen3-Next accelerator test updates and Zaya test fixes are unrelated." }, { - "left": "pull_request:47223", + "left": "pull_request:47175", "right": "pull_request:47239", "accept": false, - "reason": "TimesFM2_5 runtime fix and tokenizer docs clarification do not share the same underlying bug." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47253", - "accept": false, - "reason": "RoPE test coverage and tensor-parallel head sharding are different changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46957", - "accept": false, - "reason": "New model support and generation decode optimization are unrelated." - }, - { - "left": "pull_request:46957", - "right": "pull_request:47096", - "accept": false, - "reason": "Generation optimization and exportable kimi changes are different codepaths and goals." + "reason": "OLMo3 CI data updates and tokenizer docs clarification are unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47003", + "left": "pull_request:46658", + "right": "pull_request:47275", "accept": false, - "reason": "Finegrained FP8 decode optimization and OpenVINO exporter work are separate." + "reason": "Step-3.7 Flash support and EfficientViT-SAM model addition are unrelated." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Config typing and TimesFM2_5 preprocessing fix are unrelated changes." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47268", - "accept": false, - "reason": "Quantization test updates for GPTQ/MXFP4 and Zaya test fixes are unrelated." - }, - { - "left": "pull_request:47175", - "right": "pull_request:47223", - "accept": false, - "reason": "OLMo3 CI expectation tweaks and TimesFM2_5 AttributeError fix are different issues." + "reason": "Config property typing fix and TimesFM2_5 window-size fix are unrelated." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both patch the same MoonshineStreaming sliding-window right-context off-by-one in the same codepath." + "reason": "Same MoonshineStreaming sliding-window right-context off-by-one fix on the same files and same issue target." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming off-by-one bug; 47231 is the fuller follow-up on the same mask logic." + "reason": "Same MoonshineStreaming off-by-one bug; this is the same code-path change with the same target issue." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same underlying MoonshineStreaming right-window boundary bug in the same mask function." + "reason": "Same MoonshineStreaming sliding-window mask bug and same affected files; clearly the same underlying fix." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in forward()." + "reason": "Same CohereASR double-shift loss bug, same model files, and same issue target." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug; both fix the same forward/loss path." + "reason": "Same CohereASR training-loss double-shift bug; 47090 is just a cleaner formulation of the same fix." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same underlying CohereASR loss-shift issue, just with different patch styles." + "reason": "Same CohereASR loss-shift bug and same code path; these are duplicate fixes." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug; both target the same loss computation." - }, - { - "left": "pull_request:46958", - "right": "pull_request:47235", - "accept": true, - "reason": "Same CohereASR loss bug in the same forward path." + "reason": "Same CohereASR double-shift loss issue in the same files; same underlying bug." }, { - "left": "pull_request:46895", - "right": "pull_request:46958", + "left": "pull_request:46958", + "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR double-shift loss problem; alternate implementations of the same fix." + "reason": "Same CohereASR training-loss bug, same files, same underlying change." }, { "left": "pull_request:46834", "right": "pull_request:47229", "accept": true, - "reason": "Both address the same TimesFM2_5 window_size preprocessing bug / wrong helper call." + "reason": "Same TimesFM2_5 preprocessing method-name bug on the same files and same issue target." }, { "left": "pull_request:47223", "right": "pull_request:47229", "accept": true, - "reason": "Same TimesFM2_5 issue around window_size handling and preprocessing behavior." + "reason": "Both fix the TimesFM2_5 window_size preprocessing path; same underlying method-call bug." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Different integration-test load failures for different models; same failure class only." + "reason": "Both are integration-test load_error fixes, but for different models and different test code paths; too broad to treat as one duplicate." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Edgetam runtime fix and MiniMax-M3-VL test offload tweak are unrelated." + "reason": "Different models and different test failures; no shared concrete bug or mergeable code change." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and models; not the same underlying bug." + "reason": "Quantization test expectation changes and accelerator test marker changes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test adjustments and OLMo3 CI expectation updates are unrelated." + "reason": "RoPE test updates and OLMo3 CI value tweaks are unrelated." }, { "left": "pull_request:47241", "right": "pull_request:47264", "accept": false, - "reason": "Different half-precision/dtype issues in different model families." + "reason": "DETR-family compile/dtype fixes and DAB-DETR/Grounding DINO dtype fixes are related only at a broad theme level, not the same concrete bug." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 vs Nemotron Omni are separate model-addition PRs." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47166", - "accept": false, - "reason": "Paged-attention XPU test support and quantization test updates are unrelated." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47184", - "accept": false, - "reason": "Different test coverage updates for different models." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47243", - "accept": false, - "reason": "OpenVINO exporter work and Executorch exporter fixes are different exporter codepaths." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Different new-model support PRs with no shared underlying bug or mergeable change." + "reason": "Step-3.7 Flash model work and Unlimited OCR model support are unrelated additions." } ] }, @@ -23976,11 +23837,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-78", + "cluster_id": "cluster-40546-79", "nodes": [ "pull_request:40546", "pull_request:43451", - "pull_request:46196", "pull_request:46376", "pull_request:46509", "pull_request:46658", @@ -23993,6 +23853,7 @@ "pull_request:47166", "pull_request:47175", "pull_request:47181", + "pull_request:47184", "pull_request:47198", "pull_request:47210", "pull_request:47216", @@ -24003,6 +23864,10 @@ "pull_request:47264" ], "soft_pairs": [ + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:47003|pull_request:47243", + "pull_request:46509|pull_request:47143", "pull_request:46509|pull_request:47181", "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:46509", @@ -24012,7 +23877,6 @@ "pull_request:46376|pull_request:47143", "pull_request:46509|pull_request:46836", "pull_request:46836|pull_request:47143", - "pull_request:46836|pull_request:47163", "pull_request:43451|pull_request:46509", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", @@ -24022,9 +23886,7 @@ "pull_request:46658|pull_request:47143", "pull_request:47143|pull_request:47210", "pull_request:47143|pull_request:47163", - "pull_request:46196|pull_request:47143", "pull_request:47181|pull_request:47198", - "pull_request:43451|pull_request:47216", "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47198", @@ -24033,7 +23895,6 @@ "pull_request:47096|pull_request:47175", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:47181|pull_request:47255", @@ -24058,238 +23919,346 @@ "pull_request:47143|pull_request:47264", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "f6e8c5172a8643cad96546d90fa43d28afa325f0e8f647f40d37088b99a51ba3", + "prepared_review_unit_hash": "81e28794b5d978a43c2b8016287bac5548fabcacd2f4b21df30d1422e2a29130", "component_budget": { - "node_count": 78, - "item_count": 78, - "soft_pair_count": 217, - "serialized_chars": 272532, - "estimated_input_tokens": 68133, - "estimated_eval_tokens": 136522 + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 }, "budget": { "node_count": 23, "item_count": 23, "soft_pair_count": 54, - "serialized_chars": 75663, - "estimated_input_tokens": 18916, - "estimated_eval_tokens": 38088 + "serialized_chars": 74913, + "estimated_input_tokens": 18729, + "estimated_eval_tokens": 37714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose hub of unrelated PRs: new model integrations, exporter work, and test/CI tweaks. The soft edges are mostly driven by shared framework files like auto-mappings or docs, not the same underlying bug or change.", - "confidence": 0.92, + "summary": "This cluster is highly heterogeneous: it mixes unrelated model-addition PRs, exporter/backend changes, training/inference infra work, and test-only updates. None of the suggested soft edges look like true duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 is the best cluster representative because it is a large, central model-integration PR and shares the common auto-registration/documentation surface with several other items, but it is not a duplicate of them.", + "canonical_pr_reason": "No single canonical PR: the cluster spans unrelated changes (new model integrations, exporter features/fixes, infra updates, and test expectation edits), so it should not be merged into one duplicate group.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest overall representative of the cluster: it has the broadest shared infrastructure footprint and the most soft links, even though the linked PRs are not actually mergeable into one change.", + "best_pr_reason": "No global best PR for deduping this cluster; the closest-looking items still target different concrete code paths and would not plausibly be merged into one PR.", "soft_edge_verdicts": [ + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU test tweaks vs GPTQ/MXFP4 quantization test updates; different subsystems." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test-only changes, but for different model suites and device requirements." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter support vs Executorch exporter fixes; different exporter backends and code paths." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions: Nemotron Omni vs NeuCodec." + }, { "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "Different model integrations (Nemotron Omni vs Cosmos3 Edge); shared auto-mapping files are incidental." + "reason": "Nemotron Omni vs Cosmos3 Edge; different model families." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model support is unrelated to paged-attention XPU test updates." + "reason": "Nemotron Omni support vs VibeVoice tests; unrelated model and scope." }, { "left": "pull_request:46376", "right": "pull_request:46509", "accept": false, - "reason": "Continuous batching multimodal support and Nemotron Omni are different codepaths and changes." + "reason": "Continuous batching multimodal support vs Nemotron Omni model support; unrelated feature areas." }, { "left": "pull_request:46376", "right": "pull_request:47181", "accept": false, - "reason": "Multimodal continuous batching is unrelated to Cosmos3 Edge model support." + "reason": "Continuous batching internals vs Cosmos3 Edge model integration; different code paths." }, { "left": "pull_request:43451", "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 and Unlimited OCR are different model additions; overlap is only in shared registry/docs plumbing." + "reason": "Molmo2 vs Unlimited OCR; separate model implementations." }, { "left": "pull_request:47143", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec and Cosmos3 Edge are separate model integrations, not the same change." + "reason": "NeuCodec vs Cosmos3 Edge; different model architectures." }, { "left": "pull_request:46376", "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal work is unrelated to NeuCodec model support." + "reason": "Continuous batching infrastructure vs NeuCodec model support; unrelated changes." }, { "left": "pull_request:46509", "right": "pull_request:46836", "accept": false, - "reason": "Nemotron Omni and Unlimited OCR are distinct model additions." + "reason": "Nemotron Omni vs Unlimited OCR; different model ports." }, { "left": "pull_request:46836", "right": "pull_request:47143", "accept": false, - "reason": "Unlimited OCR and NeuCodec are different model integrations." + "reason": "Unlimited OCR vs NeuCodec; distinct model implementations." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 and Nemotron Omni are different models; shared auto-registration is not enough." + "reason": "Molmo2 vs Nemotron Omni; different models." }, { "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + "reason": "VibeVoice test updates vs Cosmos3 Edge model support; unrelated changes." }, { "left": "pull_request:46376", "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to the XPU test-only change." + "reason": "Continuous batching vs VibeVoice tests; different code paths." }, { "left": "pull_request:47163", "right": "pull_request:47210", "accept": false, - "reason": "Paged-attention test tweaks and varlen SDPA routing are different features." + "reason": "VibeVoice test updates vs packed-SDPA runtime plumbing; one is test data, the other attention backend code." }, { "left": "pull_request:46376", "right": "pull_request:47034", "accept": false, - "reason": "Continuous batching multimodal support and Neuron SFT experiment scripts are unrelated." + "reason": "Continuous batching vs Neuron SFT experiment; unrelated infra." }, { "left": "pull_request:47034", "right": "pull_request:47216", "accept": false, - "reason": "Neuron finetuning experiment code and compressed-tensors exporter support solve different problems." + "reason": "Neuron SFT experiment vs compressed-tensors quantization/export docs; different features." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step 3.7 Flash conversion/build scripts are unrelated to NeuCodec support." + "reason": "Step-3.7 model builder/conversion work vs NeuCodec model support; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47210", "accept": false, - "reason": "NeuCodec model support and packed SDPA varlen routing are different codepaths." + "reason": "NeuCodec vs packed-SDPA varlen attention; unrelated generation/attention changes." }, { "left": "pull_request:47143", "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec integration is unrelated to paged-attention test coverage." + "reason": "NeuCodec model support vs VibeVoice test updates; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47143", + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "wav2vec2 SDPA dispatch support and NeuCodec are separate model changes." + "reason": "Cosmos3 Edge vs GPTNeoX/GPTBigCode backend fix; different model/backend concerns." }, { - "left": "pull_request:47181", - "right": "pull_request:47198", + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 vs Executorch exporter fixes; unrelated model vs exporter work." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Cosmos3 Edge model support and GPT backend/vLLM fixes are not the same issue." + "reason": "OpenVINO exporter support vs Executorch exporter fixes; different exporter backends." }, { "left": "pull_request:43451", - "right": "pull_request:47216", + "right": "pull_request:47198", "accept": false, - "reason": "Molmo2 model support and compressed-tensors fp8 exporter work are unrelated." + "reason": "Molmo2 vs GPTNeoX backend fix; unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice vs Molmo2; different model ports." }, { "left": "pull_request:43451", - "right": "pull_request:47243", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 integration and Executorch exporter fixes are different changes." + "reason": "Molmo2 model integration vs Olmo3 CI expectation updates; unrelated." }, { "left": "pull_request:47096", - "right": "pull_request:47243", + "right": "pull_request:47175", "accept": false, - "reason": "Kimi exportability and Executorch exporter fixes overlap in exporter infrastructure but are not the same concrete fix." + "reason": "OpenVINO exporter support vs Olmo3 CI tweaks; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47175", + "right": "pull_request:46658", + "accept": false, + "reason": "Molmo2 vs Step-3.7 build/conversion work; unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron/Step-3.7 model build tooling vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "Molmo2 support and OLMo3 CI expectation updates are unrelated." + "reason": "Molmo2 vs NeuCodec; separate model ports." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model support and exportable Kimi are different PRs with different goals." + "reason": "Molmo2 model support vs OpenVINO exporter work; unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Molmo2 support and OpenVINO exporter work are unrelated." + "reason": "Molmo2 model integration vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter support vs exporter backend fixes; not the same concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "Molmo2 vs Gemma4 docstring example; unrelated documentation-only changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 vs DETR-family dtype fix; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron SFT experiment vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter support vs DETR-family dtype fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47264", + "accept": false, + "reason": "Molmo2 vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47264", + "accept": false, + "reason": "OpenVINO exporter support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model integration vs GPTQ/MXFP4 test updates; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 model integration vs tensor-parallel head-plan changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 vs Cosmos3 Edge; different model ports." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter support and DETR-family dtype fixes address different bugs." + "reason": "OpenVINO exporter support vs DETR-family half-precision compile fix; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47264", "accept": false, - "reason": "OpenVINO exporter work is unrelated to DAB-DETR/Grounding DINO dtype mismatch fixes." + "reason": "OpenVINO exporter support vs DAB-DETR/Grounding DINO dtype fix; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Exportable Kimi and NeuCodec are different model integrations." + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exporter support for Kimi and paged-attention test changes are unrelated." + "reason": "OpenVINO exporter support vs VibeVoice test changes; unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47264", "accept": false, - "reason": "NeuCodec model support and DETR-family dtype fixes are different changes." + "reason": "NeuCodec model support vs DAB-DETR/Grounding DINO dtype fix; unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support and exportable Kimi are unrelated PRs." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47181", - "accept": false, - "reason": "Molmo2 and Cosmos3 Edge are different model integrations; shared registry files are incidental." + "reason": "Nemotron Omni model support vs OpenVINO exporter work; unrelated." } ] }, @@ -24319,7 +24288,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "02ca7edc0450b8e96f16bfdd4850a895ab6cf5e7dbe0d4cc8b3d5011f0d2390d", + "prepared_review_unit_hash": "8cab6f2cbf5b0871acb14dae9bb7fe4e40de29e0eef2dbf1a2f3a1c19bf78264", "component_budget": { "node_count": 2, "item_count": 2, @@ -24341,18 +24310,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families (TimesFM covariate forecasting vs. DINOv3 image classification support). They do not appear to fix the same underlying bug or implement the same change, so the soft similarity should not be treated as a duplicate signal.", + "summary": "These are unrelated feature PRs in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They do not look like duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 41224 is the more focused, self-contained representative of the cluster; 40755 is a different feature area with broader TimesFM changes.", "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the better representative of the pair only in the sense that it is a focused, self-contained feature addition with a clear code-path and test surface; however, it is not a duplicate of PR 40755.", + "best_pr_reason": "PR 41224 is the best representative overall because it has a tighter scope and a clearer single-purpose implementation.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model areas and different feature goals: TimesFM covariate forecasting vs. DINOv3 image classification support. The diffs, filenames, and scopes do not indicate the same underlying bug or change." + "reason": "Different models, different code paths, and different user-facing features. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -24471,7 +24440,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "6f738260e8ca975d425c1d3a778c35407943ffbc276cdd2b1196daa199d30276", + "prepared_review_unit_hash": "222586360c530ac676dec544e1b75aeb49fe2158d288ba4ff19b4c72e7582dbf", "component_budget": { "node_count": 12, "item_count": 12, @@ -24493,120 +24462,120 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft edge is a true duplicate: the two fixed_cross_entropy PRs both implement the same missing cross_entropy kwargs passthrough. The rest are broad or unrelated PRs that should stay separate.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both patch the same helper in the same way for the same issue. Everything else targets different models, utilities, or test-only changes.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR: it directly addresses the tracked bug (43240), has the clearer fix for fixed_cross_entropy, and is the more complete representative of the duplicate pair with 43254.", + "canonical_pr_reason": "`pull_request:43251` is the best canonical representative of the only true duplicate pair: it targets the same file and same loss-helper bug, has the explicit issue link, and appears to be the more complete/iterated version of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative because it is the only item with a concrete duplicate match and an explicit issue target; it cleanly captures the underlying bug in loss_utils without conflating unrelated PRs.", + "best_pr_reason": "`pull_request:43251` is the strongest representative overall because it is the substantive fix for the shared cross-entropy issue, with explicit tracking issue linkage and more discussion/review activity than the near-identical alternative.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different areas and changes: Mistral tokenizer methods vs ExecuTorch dynamic-shape export tests. No shared concrete bug." + "reason": "Mistral tokenizer method additions vs ExecuTorch dynamic-shape export tests; different subsystems and no shared bug/change path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions and adding a new model are unrelated changes." + "reason": "Tokenizer API additions for Mistral vs adding MobileLLM; unrelated model features." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-auto robustness work and a new MobileLLM model add different code paths and goals." + "reason": "Processor auto-loading robustness vs adding a new model; broad similarity only, not the same underlying change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss function kwargs support vs adding MobileLLM are unrelated." + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "fixed_cross_entropy kwargs support is unrelated to Mistral4 test/model changes." + "reason": "Loss helper change vs Mistral4 test/model work; no shared concrete bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Both touch tests, but they target different models and different behaviors; not the same underlying bug." + "reason": "ExecuTorch export tests and Mistral4 test fixes are different test areas with different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests and model addition are unrelated." + "reason": "ExecuTorch dynamic-shape export testing vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing config resolution order are distinct changes." + "reason": "New model support vs config-resolution fix in core modeling utils; not the same change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model integration and Falcon output-interface refactor are different code paths." + "reason": "MobileLLM addition and Falcon output-interface refactor are different model-specific changes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are not the same change and would not merge into one PR." + "reason": "Falcon refactor vs a model-creation skill/doc/tooling PR; not mergeable as one bug fix." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon output collection refactor vs Mistral4 test fixes; distinct model implementations." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and the layrnorm->layernorm rename are different subsystems and bugs." + "reason": "Mistral4 test/model work vs a CLIP-style `layrnorm` rename mapping fix; different underlying issues." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." + "reason": "Mistral4 test fixes vs adding a TDT loss kernel integration; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test work and config resolution ordering fix are unrelated." + "reason": "Mistral4 tests and `cls.config` resolution ordering fix touch unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test PR and a model-creation skill PR are not the same underlying change." + "reason": "Mistral4 test fixes vs model-creation skill scaffolding; no common concrete code fix." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and adding a model-creation skill file are distinct deliverables." + "reason": "New model addition vs skill/docs/tooling for creating models; not the same artifact or bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same concrete bug in src/transformers/loss/loss_utils.py: both PRs make fixed_cross_entropy pass supported kwargs through to nn.functional.cross_entropy, and they could plausibly be merged into one PR." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to pass supported `cross_entropy` kwargs (`weight`/`label_smoothing`) for the same issue `43240`; they are the same underlying fix and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the single accepted soft edge is well supported by both shared issue target 43240 and the shared loss_utils diff. The rejected pairs are conservatively treated as separate changes, with no sign that they should be merged into one PR for the same bugfix." + "feedback": "The analysis is well grounded in the packet. The only accepted soft-edge pair, `pull_request:43251` vs `pull_request:43254`, is a conservative match: both edit `src/transformers/loss/loss_utils.py`, target the same issue `43240`, and look mergeable as one bugfix PR. The remaining rejections are appropriately cautious and supported by the differing filenames and change scopes." }, "evaluator_used": true, "retried": false, @@ -24633,7 +24602,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "99604668d271d5ea0a23864d9312fe0eab92bc7b33259f34535155bdfa1038f9", + "prepared_review_unit_hash": "d3907c24b9aacb474e54934915950fa22039a55848c7f57d91b8c675e342d326", "component_budget": { "node_count": 2, "item_count": 2, @@ -24655,18 +24624,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate GitHub Actions maintenance PRs: one broadly bumps core workflow actions for Node 24 compatibility, the other specifically bumps docker/build-push-action to v6. They overlap in workflow files but are not the same change.", - "confidence": 0.9, + "summary": "Two open PRs both bump GitHub Actions dependencies, but they target different action families and different workflow behavior. They are related by maintenance theme, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more central workflow-actions upgrade and has a clearer compatibility-driven purpose, making it the better representative of this cluster.", + "canonical_pr_reason": "PR 42975 is the better canonical PR because it centralizes core workflow action updates (checkout/cache/upload-artifact) for Node 24 compatibility across many workflows, making it the broader representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the stronger standalone PR candidate because it covers a wider set of shared workflow actions and directly targets the Node 24 compatibility need.", + "best_pr_reason": "PR 42975 is the best representative PR in this cluster since it has the clearer, more specific goal and broader scope; PR 42976 is a separate docker build action bump and not a duplicate of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they change different actions and fix different upgrade concerns; they overlap in files without being the same concrete change or something that would naturally merge into one PR." + "reason": "Reject: both are workflow dependency upgrades, but they change different actions and code paths. 42975 updates core GitHub actions for Node 24 compatibility; 42976 updates docker/build-push-action in docker image workflows. They are not the same underlying change and could be merged independently." } ] }, @@ -24701,12 +24670,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "302cb415b7af7cdc7c3f5404b30164b606986043853d24217e5f9975e31d00d8", + "prepared_review_unit_hash": "a4f4642c608978e177fb4403952185e317fa2a3cb84c7655dd87ab2052fedeaa", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24714,7 +24683,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13047, + "serialized_chars": 13046, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24723,36 +24692,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are distinct model-addition pull requests, not duplicates of one another. They share framework files because they each register a new model, but they target different architectures and codepaths.", + "summary": "All four PRs are separate model-addition changes. They share some Transformers boilerplate and auto-registration files, but they do not describe the same underlying bug or the same concrete code-path fix, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this cluster. If one PR must be used as a representative, #45490 is the most discussed and established, but it is still a separate CTSM model addition rather than the same change as the others.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model (ViT NEPA, Molmo, CTSM, Step3p7) with distinct configs, modeling code, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45490 is the strongest single representative of the cluster by review activity and scope, but it should not be merged with the others as a duplicate because it adds CTSM specifically.", + "best_pr_reason": "No single best PR for duplicate triage; the cluster is heterogeneous and the shared files are generic model-registration/docs scaffolding rather than one common change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo) with different configs/modeling/tests; only broad shared registration/docs files overlap." + "reason": "Different model additions (ViT NEPA vs Molmo) with separate model families and implementations; shared docs/auto-mapping edits are boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions for unrelated architectures; shared auto/docs changes are incidental, not the same fix/change." + "reason": "Unrelated model additions (ViT NEPA vs CTSM); overlap is only in generic Transformers registry/doc files, not the same fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations with different filenames and implementation details; not the same underlying change." + "reason": "Molmo and CTSM are distinct model integrations with different code paths and tests; same subsystem is not enough for duplicate acceptance." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model additions with different model families and codepaths, so they are not mergeable as one PR." + "reason": "CTSM and Step3p7 are separate model PRs; despite shared auto/doc infrastructure, they implement different models and should not be merged as duplicates." } ] }, @@ -24801,7 +24770,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "e457ea41db2def9b15fb5dc0e595c01f9e244c416c1744d930e08d4773c60e93", + "prepared_review_unit_hash": "3ee7d454ee52795c2a61286862008eceb4aaaf093ed9915f3e4d67f35cffd2b5", "component_budget": { "node_count": 7, "item_count": 7, @@ -24823,108 +24792,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only the YOLOS pull requests (46886 and 46922) look like the same underlying device-mapping bug; the rest are unrelated fixes across different models or CI/config code and should not be deduplicated.", - "confidence": 0.96, + "summary": "Only the two YOLOS pull requests look like true duplicates; the rest are unrelated test, infra, or model-specific changes despite superficial similarity. PR 46922 is the more complete YOLOS fix and is the best representative.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it directly addresses the device mismatch in the forward path and also keeps the no-split-module change, making it the more complete representative of the bug.", + "canonical_pr_reason": "PR 46922 is the clearest canonical representative for the YOLOS bug: it directly fixes the device mismatch in the model forward path and also adds the no-split module guard, while 46886 is the narrower precursor.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the best overall representative because it fixes the concrete YOLOS `device_map=\"auto\"` mismatch in the actual code path, while 46886 only adjusts split boundaries.", + "best_pr_reason": "PR 46922 is the best overall PR choice because it addresses the concrete YOLOS device_map='auto' mismatch more completely than 46886 and matches the same issue target.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems: Whisper tokenization/tests vs CLIP/ViT test edits; no shared bug or change." + "reason": "Whisper tokenization/test cleanup vs unrelated CLIP/ViT test edits; same broad area of tests only, not the same bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test fix and FP8 dequant/loading fix are unrelated." + "reason": "Whisper decode/test fix is unrelated to FP8 dequant/loading changes in Mistral/quantization code." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization change is unrelated to generation watermarking/cis validation behavior." + "reason": "Whisper test fix does not match the generation watermarking / FP8 / CI validation changes in 46380." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decode logic and YOLOS device placement are unrelated code paths." + "reason": "Whisper tokenizer/test work is unrelated to the YOLOS device mismatch fix." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test edits do not match the Phimoe CI memory/device-map integration fix." + "reason": "Test assertions in CLIP/ViT are unrelated to CI memory-limit handling for Phimoe integration tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Model test-only edits and FP8 dequant/loading changes are not the same bug." + "reason": "These touch unrelated test files versus FP8/model-loading logic; no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test changes are unrelated to generation config validation and whisper/mistral plumbing." + "reason": "CLIP/ViT test edits are unrelated to generation validation, watermarking, and model-specific fixes in 46380." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and failure modes; CLIP/ViT test edits are not the YOLOS device mismatch bug." + "reason": "No concrete overlap: test-only changes in CLIP/ViT vs a runtime YOLOS device placement fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI integration-test resource handling." + "reason": "FP8 dequant/loading logic and Phimoe CI memory patch are different problems in different subsystems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization/loading fixes are unrelated to generation watermarking validation." + "reason": "Both mention FP8-related areas only at a very broad level; the actual code paths and bugs are different." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different feature areas: FP8 dequantization vs YOLOS device-map placement." + "reason": "Mistral4 FP8/dequant changes are unrelated to YOLOS device mismatch fixes." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config validation and CI RAM/device-map patching are unrelated changes." + "reason": "Generation/watermarking validation and CI CPU-memory patching do not address the same underlying issue." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking/generation config work is unrelated to the YOLOS device mismatch fix." + "reason": "Generation config validation and YOLOS device placement are unrelated code paths." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI resource-mocking for Phimoe integration tests is unrelated to YOLOS model code." + "reason": "Phimoe integration-test CI setup and YOLOS model runtime behavior are different fixes." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs target the same YOLOS device_map='auto' mismatch, touch the same model file, and 46922 is a plausible superset of 46886's split-boundary fix." + "reason": "Both target the same YOLOS device mismatch with device_map=\"auto\", modify the same model file, and can plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 46886 and 46922 both target the same YOLOS issue and touch the same file, and 46922 is a superset-style fix with the forward-path device move plus the no-split-module change. The other soft-edge rejections are conservative and supported by clearly different subsystems/filenames." + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (46886 \u2194 46922) is well supported: same YOLOS file, same issue target, and compatible bugfixes that could reasonably merge into one PR. The other pair verdicts stay conservative because they rely only on superficial soft-similarity with no shared files or targets. The choice of 46922 as the canonical/best PR is also supported by the diffs." }, "evaluator_used": true, "retried": false, @@ -24954,7 +24923,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "9d3ae05e61cf3a202aea01a7a5bba04c0e0f67e73c579c005f3836d63b071f38", + "prepared_review_unit_hash": "0670c7c7172ceb3556ae860f320e1f2ccfe4fcdd313af28882c449d821f96730", "component_budget": { "node_count": 3, "item_count": 3, @@ -24976,30 +24945,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated \"don't merge\" PRs that happen to touch CI/test infrastructure and one shared test file, but they do not look like the same underlying bug or change. They should not be clustered as duplicates.", + "summary": "These are three unrelated debug/test PRs. They do not look like duplicate fixes or mergeable into one change, even though two of them touch workflow files and one shares a test filename.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true duplicate PR is present here; if a representative is needed, PR 43488 is the most self-contained and concrete change (setup/version/dependency tweak plus a targeted test edit).", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43488 is the best single representative because it is the most localized and specific; the other two are broader workflow/debug PRs with less cohesive code-path focus.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: one tweaks setup/dependency metadata and a test, the other changes a workflow trigger for the PR security gate. No shared code-path or concrete fix." + "reason": "Different underlying changes: 43488 alters setup/version/dependency/test files, while 46747 only changes a security-gate workflow trigger. Shared '[don't merge]' framing is not enough." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only superficial overlap via a Vit test file; one PR is about setup/version/dependency checks, the other rewrites several workflows and helper utilities. Not the same underlying change." + "reason": "They touch a shared test file, but the substance differs: 43488 is a setup/version/dependency tweak, whereas 43532 rewires CI/comment workflows and related utilities. Not the same bug/change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes. They are not one mergeable fix for the same bug." + "reason": "Both involve workflows, but they fix different code paths and different workflow files: self-comment CI/notification plumbing versus PR security-gate trigger behavior. Too broad to treat as one PR." } ] }, @@ -25029,7 +24998,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "074c5d927f00a56fbab9ea26b3360e9e069e92cf8e07f233a4508422a51a0996", + "prepared_review_unit_hash": "33b3beea7b431143a7261b9d21d73b7f7c938be0d2a3ef2f89b795514ade278e", "component_budget": { "node_count": 2, "item_count": 2, @@ -25051,18 +25020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate PRs for different pipeline additions: promptable concept segmentation vs promptable visual segmentation. They share some scaffolding, but the underlying tasks, models, and tests are distinct, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "These are related pipeline-addition PRs, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding and docs updates, yet the concrete code paths and supported models differ enough that they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "Prefer PR 43613 as the broader and more complete pipeline addition, with wider model coverage and more extensive tests/docs.", + "canonical_pr_reason": "If a single PR must represent the cluster, #43613 is the broader and more representative change set: it adds the visual segmentation pipeline across multiple model families, docs, and tests. #43612 is a separate concept-segmentation pipeline with a different scope and model integration.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better representative of this cluster because it is the more expansive visual-segmentation pipeline change, but it is not a duplicate of 43612.", + "best_pr_reason": "#43613 is the better overall representative because it is the more comprehensive pipeline feature and touches the wider set of integration points. #43612 is not the same underlying change, so it is not a substitute canonical match.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared infrastructure files are not enough to treat them as the same code change." + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared infra/docs files are expected for new pipeline work, but the model families, task docs, and pipeline implementations are distinct enough that they should not be merged as duplicates." } ] }, @@ -25092,7 +25061,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "745521462341bd4854adb62dc1332cd2755efc5ba6c1bbcb73bc58749ea5aef2", + "prepared_review_unit_hash": "6c5aa3ed4642bf770eee8ff1dd60aeb702363898f6d5c0b0fd68a749005dc906", "component_budget": { "node_count": 2, "item_count": 2, @@ -25114,18 +25083,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in `trainer.py` propose different trainer customization hooks; they share a file but not the same underlying change, so they are not duplicates.", + "summary": "These are two unrelated Trainer extension PRs touching the same file: one adds control over gradient-accumulation loss scaling, the other adds an overridable helper for signature-column filtering. They do not fix the same underlying bug/change, so the soft link should be rejected.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it makes a concrete runtime behavior change in `training_step` and has the stronger discussion signal.", + "canonical_pr_reason": "No single canonical PR emerges from duplication: the PRs address different Trainer behaviors and are not mergeable as one change.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest overall anchor among these items: it addresses a specific loss-scaling behavior change rather than a separate refactor of signature column filtering.", + "best_pr_reason": "PR #43651 is the more representative cluster anchor because it makes a direct behavioral change in training_step and has slightly more discussion, but it is still not a duplicate of #43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They target different trainer code paths and behaviors: gradient-accumulation loss scaling vs. model signature column filtering. Same file/subsystem, but not the same change and not plausibly one merged PR." + "reason": "Different code paths and goals: one changes loss scaling during gradient accumulation, the other refactors how Trainer derives signature columns for input filtering." } ] }, @@ -25155,12 +25124,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "5c03ca9cb6e36fe0ff5c6f5e962031513fba94aa30b5bc9baf917f610bb0c543", + "prepared_review_unit_hash": "9dd243ad498d83b2dc607bc23bab77622d061655dbcd92e46611e6721ca782c5", "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 }, @@ -25168,7 +25137,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25177,18 +25146,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch the same CLI module and both mention TypeAdapter, but they appear to fix different runtime typing/import problems rather than the same bug.", - "confidence": 0.83, + "summary": "Two open PRs in the same CLI file both address NameError/type-annotation issues around `TypeAdapter`, but they appear to fix different runtime triggers: one is a broader typing/`__future__` cleanup, the other is specifically about `pydantic` not being installed.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearer, more specific fix: it explicitly targets the TypeAdapter NameError when pydantic is absent and uses TYPE_CHECKING plus a quoted annotation to avoid runtime import errors.", + "canonical_pr_reason": "PR 43656 is the broader earlier CLI typing fix and is the best single representative of the cluster, but it does not subsume the later pydantic-specific guard in 43842.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative because it has the most concrete failure mode, a narrower scope, and a direct issue target tied to the reported NameError.", + "best_pr_reason": "PR 43842 is the most narrowly scoped, explicit fix for the `TypeAdapter` NameError when `pydantic` is absent, so it is the strongest representative for that specific bug.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: same file and similar symptom, but 43656 changes broader typing/future-annotations behavior while 43842 specifically guards a pydantic TypeAdapter reference when pydantic is not installed. They are not the same underlying change and would not plausibly be merged as one PR." + "reason": "Related same-file typing changes, but not the same concrete fix: 43656 broadens annotation handling with `__future__`/typing cleanup, while 43842 specifically guards `TypeAdapter` for the no-pydantic path. They could land separately and do not look mergeable as one duplicate PR." } ] }, @@ -25381,406 +25350,394 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "c5ac1f8a0f4372117d43608ee6e2b0987295614f1981cc3ca0a925f459f817b0", + "prepared_review_unit_hash": "b9fda37f65dc539ed5769b897d7581923d13c44a4f83883e60330e2639de54ad", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84119, - "estimated_input_tokens": 21030, - "estimated_eval_tokens": 42316 + "serialized_chars": 84121, + "estimated_input_tokens": 21031, + "estimated_eval_tokens": 42318 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76943, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a theme cluster of model-by-model refactors toward the standardized output-capture / can_return_tuple interface. Most PRs are not duplicates across models; the clear overlaps are the GPT-Neo variants and the GPT-J variants.", - "confidence": 0.9, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor thread: it has the clearest concrete code-path coverage and matches the later standardized-output implementation pattern.", - "best_issue_reason": null, - "best_pr_reason": "44722 is the best single representative PR for the cluster\u2019s real duplicate-like core, because it covers the same GPT-J output-tracing change as the other GPT-J PRs and is the most complete of that subset.", + "summary": "This cluster is mostly an umbrella of model-specific output-tracing refactors, not true duplicates. The only clear duplicate-like groups are the GPT-Neo PRs (44018/44068) and the GPT-J/CodeGen trio (44066/44085/44722). Most other soft edges should stay separate because they target different model implementations and code paths, even when they share issue 43979.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43979 is the common umbrella tracker repeatedly referenced by these output-tracing refactors, so it best represents the shared work item behind the cluster.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the repeated GPT-J/CodeGen output-tracing refactor: it has explicit issue linkage, touches the core implementation, and sits in the densest duplicate-like subcluster.", + "best_issue_reason": "43979 is the best global issue anchor because it captures the shared standardized-output-tracing initiative across multiple model PRs.", + "best_pr_reason": "44722 is the best global PR anchor because it is explicit about the shared issue and reflects a substantive, concrete implementation in the most duplicate-like subcluster.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J). Same broad output-tracing theme is not enough to treat them as duplicates." + "reason": "Different model families (CVT/FNet vs GPT-J-related work); same umbrella issue is not enough to call these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; both refactor output tracing, but not the same concrete change." + "reason": "Different models and code paths; both are output-tracing refactors but not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; one is a narrower version of the same change and could be merged into one PR." + "reason": "Both touch GPT-J output-tracing logic in the same file and appear to be overlapping variants of the same refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different backbones (ResNet/RegNet/RT-DETR vs EfficientNet). Same standardized-output pattern, but not the same bug/change." + "reason": "RegNet/ResNet-related work vs EfficientNet; same theme, different concrete implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths; only the refactor style overlaps." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model code paths. Shared issue/linkage is not enough to merge them as duplicates." + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; not the same underlying bug or change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are separate implementations; this is only a common refactor pattern." + "reason": "MobileNetV2 and DeBERTa are different code paths, so this is only a thematic match." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing versus MGP-STR output tracing; different model-specific code paths." + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different models (GPT-J/CodeGen vs MPT). Same API migration theme, not the same concrete fix." + "reason": "GPT-J/CodeGen and MPT are different implementations; shared refactor style is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model file/test surface; these look like overlapping versions of the same refactor." + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, with overlapping code changes." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different code paths, even though both are output-tracing migrations." + "reason": "GPT-J/CodeGen vs GPT-Neo; same broader initiative but different model code." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different models; not the same underlying change." + "reason": "Different models and different code paths (GPT-Neo vs GPT-J/CodeGen)." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen." + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different models and changes; same issue target does not make them duplicates." + "reason": "ResNet vs GPT-J-related work; not the same change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are unrelated code paths." + "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate model implementations; only the refactor pattern is shared." + "reason": "GPT-Neo and ResNet are different model families and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT: different model code and different concrete output handling." + "reason": "ResNet and MPT are unrelated concrete implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; not the same fix." + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; same theme, different model." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different architectures and code paths." + "reason": "GPT-Neo and Flaubert/XLM are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "Different model families; same output-tracing migration theme only." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate code paths." + "reason": "MPT and GPT-J/CodeGen are different model codebases." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J; related refactor style, but not the same change." + "reason": "GPT-Neo and GPT-J are different models." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo vs MGP-STR; no shared concrete change." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR, so this is not a duplicate." + "reason": "Different model families and different output plumbing." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "MPT and MGP-STR are unrelated model-specific refactors." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J-related refactor versus MGP-STR; not the same concrete issue." + "reason": "GPT-J-related work and MGP-STR work are different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT versus Flaubert are different model implementations; only the refactor style overlaps." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated code paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are unrelated model refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer versus VisualBert: different model-specific output handling." + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated." + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same underlying change." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo versus MPT; different concrete code paths." + "reason": "Flaubert/XLM and LongT5 are different code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are different model families; shared tracing refactor is too broad." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", + "right": "pull_request:44017", "accept": false, - "reason": "VisualBert versus LongT5 are separate implementations." + "reason": "RegNet and SegFormer are different models; shared issue theme is not enough." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBert and Flaubert are different code paths." + "reason": "RegNet and MPNet are separate implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 versus MPT: same general subsystem, but not the same change." + "reason": "MPT and ImageGPT are unrelated concrete model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-2 are distinct model code paths." + "reason": "TextNet and Flaubert/XLM are different model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet and Flaubert are different models; not duplicates." + "reason": "MPNet and LongT5 are different models." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated backbones." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet versus MPNet: different concrete refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "RegNet and LongT5 are different model families." }, { "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert are different implementations." - }, - { - "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model-specific changes." + "reason": "TextNet and LongT5 do not share the same concrete code path." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model families." + "reason": "SqueezeBERT and MPT are separate model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 do not share the same code path." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert versus VisualBert: different concrete refactors." + "reason": "SqueezeBERT and VisualBert are different code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and GPT-J/CodeGen are unrelated." + "reason": "VisualBert and Flaubert/XLM are distinct model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different concrete implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate model implementations." + "reason": "MPNet and Flaubert/XLM are different models." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert versus DeBERTa are different model code paths." + "reason": "SqueezeBERT and DeBERTa are different implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are unrelated model-specific output tracing changes." + "reason": "DeBERTa and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; same pattern, not same change." + "reason": "FocalNet and ImageGPT are different model code paths." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate model implementations." + "reason": "VisualBert and TextNet are different models; same refactor style only." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete files; 44722 looks like the broader later version of the same change." + "reason": "Both are GPT-J/CodeGen output-tracing refactors with overlapping implementation changes." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both overlap on the GPT-J output-tracing refactor and can plausibly be merged into one PR; 44722 is the broader version." + "reason": "Both appear to be GPT-J output-tracing variants in the same code path and could plausibly be merged together." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J versus SpeechT5 are unrelated code paths." + "reason": "GPT-J-related work vs SpeechT5; different model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet output tracing versus ResNet/RegNet/RT-DETR output tracing: same theme, different implementations." + "reason": "CVT/FNet and RegNet/ResNet-related work are different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + "reason": "CVT/FNet refactor vs SpeechT5 refactor; not the same underlying change." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model families." + "reason": "DeBERTa and SpeechT5 are separate model-specific changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViTS are separate model-specific changes." + "reason": "DeBERTa and ViTS are different implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different backbones; not the same underlying change." + "reason": "FocalNet and ImageGPT are unrelated concrete changes." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert versus TextNet are different model code paths." + "reason": "VisualBert and TextNet do not share the same underlying model code." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats this as a broad standardized output-tracing theme cluster and conservatively limits duplicate-like overlap to the GPT-Neo and GPT-J variants. The accepted soft-edge pairs are plausibly mergeable into single PRs for the same bugfix, and the rejected pairs stay appropriately model-specific." + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue/PR choices are supported by the explicit #43979 links and the dense GPT-J/CodeGen subcluster around 44722. The only accepted soft-edge pairs are plausible mergeable variants of the same bugfix (GPT-Neo and GPT-J/CodeGen output-tracing refactors)." }, "evaluator_used": true, "retried": false, @@ -25814,58 +25771,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "7699cb235364c395fc7fe3bfd37aae1c7976841e87bbcbef1aae639c35d5814d", + "prepared_review_unit_hash": "fc6fda530ee673faf019774a980b44e318c739e34ebe14fa9bc2a861522f1d18", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84119, - "estimated_input_tokens": 21030, - "estimated_eval_tokens": 42316 + "serialized_chars": 84121, + "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 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all separate model-specific refactors toward standardized output tracing/capture, not duplicate fixes of the same bug or change. The shared wording is mostly template-like; the PRs touch different model implementations and code paths.", - "confidence": 0.95, + "summary": "These are separate model-specific PRs for a shared output-tracing refactor pattern, but they are not duplicates of the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate PR exists here. If one must be chosen as the cluster anchor, PR #44129 is the strongest representative because it has an explicit issue target and a concrete model-specific refactor, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it directly adds standardized output tracing hooks in a single model with explicit _can_record_outputs wiring.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the most substantive standalone candidate: it has an explicit linked issue and a clear, concrete SpeechT5 output-tracing refactor. The others are similar in theme but apply to different models and should not be merged as duplicates.", + "best_pr_reason": "PR 44073 is the best global representative because it is self-contained, explicit about the new output-capture mechanism, and uses the common decorator-based pattern most clearly.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same high-level migration pattern, but different models (MPNet vs VisualBert) and different traced modules/classes; not the same underlying code-path change." + "reason": "Both refactor output tracing, but they target different models (MPNet vs VisualBert) and different code paths, so they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both refactor output tracing, but they target different architectures and files with model-specific implementations; not mergeable as one duplicate PR." + "reason": "Same general migration pattern, but MPNet and TextNet are unrelated model implementations; these could not plausibly be merged into one PR as one fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Shared standardized-output theme only; RegNet and SqueezeBert are unrelated model code paths with distinct forward logic." + "reason": "RegNet and SqueezeBert are separate model codebases; these are similar standardized-output refactors, not one duplicate bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both involve output/refactor changes, but SqueezeBert and SpeechT5 modify different internals and concrete behaviors; this is not the same fix." + "reason": "SqueezeBert decorator migration and SpeechT5 output-tracing refactor are distinct model-specific changes, with different implementation details and targets." } ] }, @@ -25945,7 +25902,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "d8244b5d78de0d903decd09909e38363f492795d1d8722fed263d6b07f0f639c", + "prepared_review_unit_hash": "9081bb864151ad385132998b63c01fe3719e5c23d3490b57103f632166642cb0", "component_budget": { "node_count": 13, "item_count": 13, @@ -25967,246 +25924,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and code paths, so they are not duplicates of the same underlying change.", + "summary": "These are model-specific output-tracing refactors across different architectures, not duplicate fixes for the same underlying bug or change. They share a common pattern and wording, but each PR targets a different code path and would not plausibly collapse into one mergeable patch.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44003 is the best representative because it is the most substantial output-tracing refactor in the set, touching two related model implementations and adding the new tracing helpers/hooks rather than only a small decorator swap.", + "canonical_pr_reason": "PR 44025 is the clearest representative of the batch: it applies the output-tracing refactor to a tightly related pair of models and shows the intended pattern without mixing in a broader, unrelated code path.", "best_issue_reason": null, - "best_pr_reason": "PR #44003 is the strongest cluster representative: it modifies a shared tracing pattern across multiple files and introduces the infrastructure used by similar refactors elsewhere.", + "best_pr_reason": "44025 is the best canonical PR candidate because it is focused, explicit about the tracing refactor, and representative of the series while still being a self-contained model change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are tracing refactors, but they are for unrelated model families (timm_backbone vs upernet) and different forward paths." + "reason": "Different model families (`timm_backbone` vs `upernet`) and different forward paths; same refactor theme, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and modalities; only the high-level refactor theme overlaps." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; both mention output handling, but they are not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated models (vision backbone vs audio generation) with no shared concrete code path." + "reason": "Different architectures (`timm_backbone` vs `univnet`); this is a parallel refactor pattern, not a duplicate bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and files; one is a tiny backbone cleanup, the other is a deeper mamba/falcon-mamba tracing rewrite." + "reason": "`timm_backbone` is a tracing refactor, while `falcon_mamba`/`mamba` is a separate multi-model change with different implementation details." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Same general refactor pattern, but timm_backbone and rwkv are distinct implementations with different output logic." + "reason": "`timm_backbone` and `rwkv` touch unrelated model internals; same broad theme, but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; the shared pattern is too broad to be a duplicate." + "reason": "`mobilenet_v1` and `univnet` are separate models with different output plumbing; not a single concrete bug fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and different tracing changes; not the same bug or change." + "reason": "`mobilenet_v1` and `upernet` are distinct code paths; the shared wording does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both refactor outputs, but MobileNetV1 and Depth Anything do not share the same concrete implementation path." + "reason": "`mobilenet_v1` and `depth_anything` are different model implementations; both refactor output tracing, but they are separate changes." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "A classifier/backbone model versus an encoder-decoder wrapper; only the refactor style overlaps." + "reason": "`mobilenet_v1` vs `vision_encoder_decoder` is not the same fix; only the general refactor pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech encoder-decoder vs MobileNetV1 are unrelated code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated targets; not one bug or one patch." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different models and different output semantics." + "reason": "`vision_text_dual_encoder` and `univnet` are separate model paths; similar tracing refactor, but not duplicate work." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "No shared concrete change beyond generic tracing cleanup." + "reason": "`vision_text_dual_encoder` and `upernet` are unrelated implementations; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and mamba/falcon-mamba are distinct subsystems." + "reason": "These are different model families (`vision_text_dual_encoder` vs `falcon_mamba`/`mamba`) with no shared concrete code-path bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These touch different model families and different forward signatures." + "reason": "`vision_text_dual_encoder` and `depth_anything` both change output handling, but each is a distinct model-specific refactor." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; same refactor theme is not enough." + "reason": "`univnet` and `upernet` are different architectures; the shared motif is too broad to treat as duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and different output-capturing code paths." + "reason": "`univnet` and `mamba`/`falcon_mamba` are separate changes in separate code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are unrelated; no plausible single merged PR." + "reason": "`univnet` vs `depth_anything` is only a common tracing refactor pattern, not the same bug or patch." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different architectures with separate tracing implementations." + "reason": "`upernet` and `rwkv` are unrelated models; same thematic refactor, different underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different refactor scope." + "reason": "`upernet` and `mamba`/`falcon_mamba` do not share a concrete code path." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated code paths." + "reason": "`mamba`/`falcon_mamba` and `superpoint` are completely different model implementations; not duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are tracing-related, but CodeGen and Mamba fix different forward contracts and cannot plausibly be one PR." + "reason": "`mamba`/`falcon_mamba` and `codegen` address different forward logic and cannot plausibly be merged into one fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated models and output shapes." + "reason": "`timm_backbone` and `codegen` are unrelated model paths; shared output-tracing language is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen have no shared concrete bug or change." + "reason": "`univnet` and `codegen` are separate targets with different refactor details." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet segmentation tracing and CodeGen attention/cache tracing are different changes." + "reason": "`upernet` and `codegen` are not the same underlying bug/change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated code paths; only the general refactor theme overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families; same refactor pattern only." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; this is a parallel refactor, not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder do not share a code path." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths and not one concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated models with distinct forward logic." + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and different tracing hooks; not the same underlying fix." + "reason": "`depth_anything` and `rwkv` change different model internals; not mergeable as a single PR." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated implementations." + "reason": "`depth_anything` and `dpr` are distinct model-specific refactors." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder wrapper and RWKV core model tracing are not the same change." + "reason": "`vision_encoder_decoder` and `rwkv` are different code paths; similar pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision and speech encoder-decoder wrappers are parallel but distinct wrappers, not one duplicate PR." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are related conceptually, but still distinct implementations and changes." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different subsystems (encoder-decoder wrapper vs keypoint model)." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR target different forward paths and output contracts." + "reason": "`vision_encoder_decoder` and `dpr` are separate code paths and not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the broad tracing refactor matches." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder wrapper and RWKV are different model families." + "reason": "`speech_encoder_decoder` and `rwkv` differ in model family and implementation details." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not share a concrete code-path bug." + "reason": "`speech_encoder_decoder` and `dpr` are not the same underlying bug or patch." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models with different output tracing implementations." + "reason": "`superpoint` and `rwkv` are different model paths; same refactor motif, not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different tasks and code paths." + "reason": "`superpoint` and `dpr` are unrelated code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations; same refactor theme is too broad." + "reason": "`rwkv` and `dpr` are separate model-specific output-tracing changes, not one fix." } ] }, @@ -26236,12 +26199,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "caaf41a7f30eae1733aa0ac6174fd459609a08db6f2fcd2d4282d49269ffff62", + "prepared_review_unit_hash": "4e7703bac6cb8cd997a9bfa7900866ed4e1468e676b12c3a8ad063ca360c1cb3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26249,7 +26212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26258,18 +26221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate (auto registries, docs, tests). They do not appear to fix the same code-path or represent the same underlying change.", - "confidence": 0.98, + "summary": "Two separate model-addition PRs: PenguinVL and Voxtral TTS. They share framework integration files and documentation scaffolding, but they implement different model families and different code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "Add support for Voxtral-4B-TTS-2603 to transformers (45401) is the cleaner representative because it has an explicit issue target and a narrower, self-contained scope.", + "canonical_pr_reason": "PR 45401 is the better canonical PR because it is explicitly tied to issue 45027 and is a focused implementation for one model family, making it easier to anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "45401 is the better cluster representative: it is more focused and explicitly tied to issue 45027, whereas 44662 is a separate PenguinVL model implementation.", + "best_pr_reason": "PR 45401 is the best representative for the cluster only in the sense that it has the explicit issue target; PR 44662 is a different model implementation and is not a duplicate.", "soft_edge_verdicts": [ { - "left": "[model] Add PenguinVL implementation", - "right": "Add support for Voxtral-4B-TTS-2603 to transformers", + "left": "pull_request:44662", + "right": "pull_request:45401", "accept": false, - "reason": "Different models and different functionality: PenguinVL vs Voxtral TTS. The shared auto-registration/docs files are generic scaffolding, not evidence of the same bug or change." + "reason": "Reject: these are different model integrations (PenguinVL vs Voxtral TTS). Shared auto-registration and docs files are boilerplate for adding any new model, not evidence of the same underlying change or bug." } ] }, @@ -26299,7 +26262,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "3ad3cec86a043d4478431e2083ccdbd09ad9e4a11a9502f5ac1218ab2cacc4a2", + "prepared_review_unit_hash": "da08363bc407adc143b8c07203f5a2694e2bbaa1f35c575cb8f0e952999c0487", "component_budget": { "node_count": 2, "item_count": 2, @@ -26321,18 +26284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: one introduces a general module-fusion API, while the other implements a specific n-to-1 kernel-fusion path via KernelConfig and integration changes.", + "summary": "These PRs are related to module/kernel fusion, but they target different layers of the feature: #44979 introduces a generic Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration code. They are not the same concrete change and would not be merged as one PR.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete and representative change in this cluster: it implements a specific KernelConfig-based fusion workflow across multiple integration files, whereas PR 44979 is a broader API foundation.", + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing change: it implements the actual n-to-1 kernel fusion flow and touches the integration/runtime path. PR #44979 looks like the foundational API layer rather than the same end-user feature.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best standalone PR candidate because it describes a complete, user-facing feature with concrete code-path changes and an example; PR 44979 looks more like a foundational API proposal.", + "best_pr_reason": "PR #45363 is the best representative of the cluster because it captures the specific feature being added, whereas #44979 is a lower-level API scaffold that could support multiple future fusion use cases.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the fusion theme, but they are not the same underlying change. 44979 adds a general Module Fusion API, while 45363 implements a specific KernelConfig-based n-to-1 kernel fusion path and supporting integration updates." + "reason": "Related theme, but different scope and code paths: #44979 adds a generic fusion API/module-spec abstraction; #45363 adds a specific kernel-fusion integration via KernelConfig. They are not the same underlying change and would not be safely merged into one PR." } ] }, @@ -26362,7 +26325,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8473476609247ee49c4f4bef2ab2fd2175ee049ca4d1114b09862e91f052affe", + "prepared_review_unit_hash": "e0fbc803fee770250737ec9051639bbe406e5326d78a52cb140eec859d55189a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26384,18 +26347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path, and both target issue #45081. PR 45317 is the more complete candidate because it includes tests and has more review activity.", - "confidence": 0.98, + "summary": "Both PRs fix the same _patch_mistral_regex AttributeError in the same file, with 45317 adding tests on top of the same core code change. They are duplicates/supersets of the same fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR: it makes the same fix as 45086 but adds test coverage and appears to be the more developed implementation.", + "canonical_pr_reason": "45317 is the better canonical PR: it implements the same fix as 45086 but also includes tests and appears to be the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative because it addresses the bug with the same code change plus tests, making it the most complete fix for the shared issue.", + "best_pr_reason": "45317 is the strongest representative of this cluster because it addresses the same concrete bug and adds test coverage, making it the most complete PR.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in the same file/code path, with identical issue target; 45317 simply adds test coverage." + "reason": "Same AttributeError fix in _patch_mistral_regex on the same file path; 45317 is a superset with tests, so these are the same underlying change." } ] }, @@ -26425,40 +26388,40 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "bcbf62696332df2ab86daa0a77802491baa5b4784c11f067063951a268123fdf", + "prepared_review_unit_hash": "ba5341deffbb6b05b3fd992cfcc523d2579620d336c01d200f794fe0c1dce693", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, - "estimated_input_tokens": 1517, - "estimated_eval_tokens": 3290 + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH but address different changes: #45115 is a conversion/mapping refactor for NemotronH-to-GraniteMoeHybrid weight conversion, while #45569 is a larger architecture split adding NemotronHDense/NemotronHSparse and updating docs/auto-mappings. They are not the same underlying change, so the soft duplicate edge should be rejected.", + "summary": "The two PRs are related to Nemotron-H work, but they target different changes: one is a focused refactor/conversion-mapping update, while the other splits/rewires the model into dense and sparse variants with docs and tests. They are not duplicates.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more representative NemotronH change set, covering the model split, auto-mapping updates, docs, and tests.", + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete Nemotron-H implementation update, including the model split, auto-mapping changes, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest overall PR in the cluster: it implements the substantive model refactor and related plumbing, whereas #45115 is a narrower conversion-mapping adjustment.", + "best_pr_reason": "PR 45569 is the strongest standalone representative of the cluster since it covers the main end-to-end architectural change rather than just a conversion/refactor subset.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same concrete change. #45115 only adds checkpoint conversion key renames, while #45569 introduces new NemotronHDense/NemotronHSparse model variants and extensive supporting updates. Shared files reflect the same subsystem, not duplicate work." + "reason": "Reject: 45115 is a narrow inheritance/conversion-mapping refactor, while 45569 introduces the dense/sparse Nemotron-H model variants plus documentation and test updates. They do not fix the same concrete code-path problem and would not be merged as one PR." } ] }, @@ -26488,7 +26451,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "d4a9a7a2e9bee91a0b5a690996ef41c2eaac25b686d50e3dcf9e328a1c07569d", + "prepared_review_unit_hash": "e44c3882a4e24a6bb1c80f2e1b5540337006995e490d077b429c4be10a664ba0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26510,18 +26473,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are typing-focused, but they are not the same change: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases for modeling_utils and related integrations. Shared files alone are not enough to merge them as duplicates.", - "confidence": 0.91, + "summary": "These are both typing-related pull requests, but they address different scopes: PR 45415 is a broad type-checking sweep across many `src/transformers/*` files, while PR 45425 adds a few focused typing protocols and related fixes around `modeling_utils` and PEFT integration. Shared files alone are not enough to treat them as the same change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete, code-specific typing change; PR 45415 is a broad type-checking pass across many files and is not the same underlying change.", + "canonical_pr_reason": "PR 45415 is the better cluster anchor because it is the broader umbrella typing sweep across many modules, making it the more representative artifact.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, identifiable purpose and concrete typing additions, whereas PR 45415 is a wide refactor/sweep.", + "best_pr_reason": "PR 45415 is the strongest representative for the cluster because its scope is wider and it subsumes a larger class of typing cleanup work than PR 45425.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different scope and intent: 45415 is a broad type-checking cleanup across many modules, while 45425 introduces specific typing helpers/protocols for modeling_utils and related code paths. They overlap in some files but do not fix the same concrete problem." + "reason": "Both are typing-focused, but they fix different concrete concerns: a broad type-checking pass versus targeted protocol/typing additions for `modeling_utils`/PEFT. They do not look mergeable into one PR as the same underlying change." } ] }, @@ -26551,12 +26514,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "83999c043f60f660e1bd68aacf37b63d18b2202014c86f5af7291e3ee506fd25", + "prepared_review_unit_hash": "0dbeadb29a1ac8f7bb9c9be908ed8c4893501fe48a9d34de2bcb5bd6ba812f0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26564,7 +26527,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26573,18 +26536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two expert-parallelism PRs share a broad subsystem and one filename, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. Not duplicates.", - "confidence": 0.96, + "summary": "These two PRs are both about expert parallelism, but they fix different concrete bugs in different loading/runtime paths: one targets EP + DeepSpeed ZeRO-3 loading/serialization, the other targets EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related in theme, not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative: it targets a concrete corruption bug in the EP/FSDP2 loading path and includes the more substantial, multi-file fix.", + "canonical_pr_reason": "No clear duplicate pair here. If one PR must represent the cluster, #45662 is the stronger representative because it addresses a specific runtime corruption bug with a concrete post-shard handling fix, while #45548 is a separate loading/serialization change.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest overall candidate because its title and diff point to a specific, user-visible failure mode and the code changes align tightly with that path.", + "best_pr_reason": "#45662 is the best standalone PR in this cluster: it fixes a concrete EP/FSDP2 parameter overwrite path with focused code changes across the loading stack. #45548 is also valid, but it solves a different EP loading issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both involve expert parallelism and share modeling_utils.py, but they address different underlying problems and different execution paths (DeepSpeed ZeRO-3 loading vs FSDP2 rank-0 broadcast overwrite)." + "reason": "Both involve EP and touch modeling_utils, but the bugs are different: #45548 is about DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 is about FSDP2 expert parameters being overwritten by rank-0 broadcast. They do not look mergeable into one PR." } ] }, @@ -26614,7 +26577,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "27aa3d3f58dd665743a3794bc1024f976f6bb8fdd8cb45ffb9e1b9e65d41a8d1", + "prepared_review_unit_hash": "8ae050a20337be2ccbf7bd4f1ba9bb84c543d991926bd0111d1029e2cb3aacac", "component_budget": { "node_count": 2, "item_count": 2, @@ -26636,18 +26599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging problem under issue 45561. PR 45645 appears to be the more complete version, adding CI workflow handling for multiple captured_info files on top of the core testing_utils fix seen in 45639.", - "confidence": 0.79, + "summary": "Both PRs target the same xdist-related captured_info artifact problem. PR #45645 is the broader, more complete fix and subsumes the core change from #45639, so it is the best representative for the cluster.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output change and also updates the CI workflow to correctly collect multiple captured_info files, making it the more complete fix.", + "canonical_pr_reason": "#45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update needed to correctly collect multiple captured_info files, making it the more complete solution.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the worker-safe artifact path and preserves CI debug log collection, whereas 45639 is the narrower code-only subset.", + "best_pr_reason": "#45645 is the strongest overall PR for the problem: it fixes the artifact collision in the code path and also preserves CI debug log collection, whereas #45639 only addresses the library-side portion.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They address the same concrete bug in captured_info handling under xdist and share the same target issue/files; 45645 looks like an expanded version of the same fix rather than a separate change." + "reason": "They address the same concrete bug: xdist collisions around captured_info output. #45645 builds on the same fix and adds the corresponding CI artifact handling, so they could plausibly be merged into one PR." } ] }, @@ -26743,40 +26706,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "873a4731cf0b3bc77b157031a2b579aecc80cfc65141c6525232439fdab8cb81", + "prepared_review_unit_hash": "c184693d2759cfedc589a5b892e7c3ae15d9e7260b438e532c0a070f63e82cbb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5524, - "estimated_input_tokens": 1381, - "estimated_eval_tokens": 3018 + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests live in the distributed-training area, but they are not the same change: PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed branch-base aggregation touching many unrelated distributed files. The filename overlap looks like shared branch lineage or subsumption, not a duplicate fix/change.", - "confidence": 0.92, + "summary": "These two pull requests overlap in distributed-model files, but they are not the same underlying change. PR #46126 is a focused EP/router + trainer integration feature, while PR #46269 is a broad distributed branch base touching many unrelated areas and CI setup.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more coherent, specific change with a clear feature scope (EP + Trainer integration) and concrete code-path intent. PR #46269 is a broad umbrella branch-base PR, which makes it a poor canonical duplicate anchor.", + "canonical_pr_reason": "No clear duplicate canonical PR: #46126 is the focused feature PR, while #46269 is a broad branch-base integration with many extra changes, so the shared files look incidental rather than evidence of the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact for this cluster because it targets a single concrete feature path. PR #46269 is too broad and mixed to serve as a clean stand-in for the underlying change set.", + "best_pr_reason": "#46126 is the better canonical artifact for this cluster because it is the more specific, coherent change; #46269 is too broad and includes many unrelated edits, making it a poor duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the overlap is only topical and filename-based; #46269 is a broad distributed base branch, not the same concrete bug/change as the specific EP + Trainer integration in #46126." + "reason": "Shared distributed filenames are not enough here. #46126 targets EP/router and trainer integration, while #46269 is a large distributed-base PR spanning FSDP, CI, configs, generation, MoE, and more. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." } ] }, @@ -26844,220 +26807,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "42c6e98b6a9f4bde63d3470cc4d0e9a46b1351083aea295c72976ba98408239b", + "prepared_review_unit_hash": "1ee893c9984bc1b631d90a5b7a14ac735848c891757cc24755e74ee4ff099bad", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26681, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated workflow-chore PRs that only look similar by title. The only plausible duplicate subcluster is the pr-ci-security-gate hardening work; the rest should stay separate.", + "summary": "This cluster is mostly unrelated workflow-maintenance PRs. The only tight grouping is around `.github/workflows/pr-ci-security-gate.yml`, but those PRs make different changes to different parts of the same workflow rather than fixing one identical bug/change.", "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the strongest representative of the only coherent subcluster: it contains the core pr-ci-security-gate behavior change, while the other related PRs are narrower hardening tweaks.", + "canonical_pr_reason": "PR 46554 is the most substantive and representative workflow-security change in the cluster; it actually changes gate behavior, whereas the other related PRs are smaller, orthogonal tweaks to the same file.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best global representative because it makes the main functional change in the security-gate workflow; the other items are either follow-up adjustments or unrelated workflow updates.", + "best_pr_reason": "PR 46554 is the best single representative of the cluster because it makes the clearest concrete fix in the shared security-gate workflow and is more central than the other scattered CI chores.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior; same generic chore title is not enough to treat these as the same change." + "reason": "Different workflow files and different behaviors; one updates self-comment CI command passing, the other hardens PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow updates; they do not fix the same concrete code path." + "reason": "Unrelated workflow changes in different files; these do not fix the same underlying problem." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "A workflow command change and a comment-only security note are not the same underlying change." + "reason": "Self-comment CI argument handling is unrelated to the reusable-workflow security note in PR CI gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow area and different security concern; not a duplicate." + "reason": "Different file and different concern; no shared concrete bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and different fix; only the title pattern is similar." + "reason": "These touch different CI workflows and address different command-safety issues." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and unrelated behavior changes; too broad to merge." + "reason": "SSH-runner hardening is unrelated to benchmark dispatch conditions." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Same broad CI/workflow domain, but different files and different changes." + "reason": "Different workflows and different fixes; anti-slop permission scoping is not the same change as SSH-runner hardening." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "These are separate workflow edits, not the same concrete fix." + "reason": "These are separate workflow updates with no shared code-path problem." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Only loosely related by CI security context; they change different workflows and different logic." + "reason": "Different workflows and different security concerns; not the same bug or change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow and different code path; not a duplicate." + "reason": "SSH-runner environment cleanup is unrelated to PR CI gate approval/permissions changes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chore PRs, but they touch different files and implement different changes." + "reason": "Both are workflow chores, but they modify different files for different triggers and are not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different operational changes." + "reason": "Distinct workflow behavior in different files; no common underlying issue." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Same generic naming pattern, but the actual workflow edits are unrelated." + "reason": "Anti-slop permissions and build-ci docker image trigger handling are separate changes." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete change; these are separate workflow updates." + "reason": "Different workflow files and different purposes; not mergeable as one duplicate fix." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Separate workflow modifications with no common code-path problem." + "reason": "These are unrelated workflow updates in different CI paths." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and different fix; not mergeable as one duplicate change." + "reason": "Assign-reviewers checkout ref and build-ci image message parsing solve different problems." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Only superficial similarity; the changes address different workflows." + "reason": "No same underlying bug; one is reviewer assignment setup, the other is PR CI security gating." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Both are workflow tweaks, but they are unrelated edits in different files." + "reason": "Benchmark dispatch support and build-ci docker trigger handling are separate workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior; not the same underlying issue." + "reason": "Different workflows and different runtime paths; not a duplicate change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "The build-image trigger tweak and the security-gate hardening are separate changes." + "reason": "Build-ci image trigger parsing is unrelated to PR CI gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; same subsystem is too broad." + "reason": "Different workflow files and distinct fixes; no single concrete bug." }, { "left": "pull_request:46554", "right": "pull_request:46558", - "accept": true, - "reason": "Both are concrete hardening changes to the same pr-ci-security-gate workflow and could plausibly be combined into one PR." + "accept": false, + "reason": "Same workflow file, but the diffs change different parts of the gate (security checks vs approval permissions); too different to treat as the same fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "One changes workflow behavior, the other only adds explanatory comments; not the same concrete change." + "reason": "Both touch the same file, but one adds active gate logic while the other only documents safety; not the same underlying change." }, { "left": "pull_request:46554", "right": "pull_request:46716", - "accept": true, - "reason": "Both are parts of the same PR CI security-gate hardening effort and target the same workflow safety path." + "accept": false, + "reason": "Different edits to the same workflow file; one adds checks, the other changes secret handling, so they are not the same fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval logic and a comment-only note are not the same underlying change." + "reason": "Both are in the same workflow, but one changes permissions/approval flow and the other adds documentation comments only." }, { "left": "pull_request:46558", "right": "pull_request:46716", - "accept": true, - "reason": "Both are compatible security-hardening edits in the same pr-ci-security-gate workflow." + "accept": false, + "reason": "Same file but different concrete changes: approval permissions vs secrets inheritance removal." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Commentary about safety and a secrets-change are different kinds of edits; not a duplicate change." + "reason": "One adds explanatory comments, the other changes actual secret handling; not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Completely different workflows; no shared concrete fix." + "reason": "Different files and unrelated workflow behavior." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Only broad workflow similarity, not the same bug or change." + "reason": "SSH-runner hardening is unrelated to PR CI gate commentary." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated behavior changes." + "reason": "Build-ci docker trigger parsing and PR CI gate secret handling are unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Not the same workflow or the same fix; too generic to merge." + "reason": "Different workflows and different security controls; not a duplicate change." } ] }, @@ -27087,7 +27050,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "6025e6a89906a448e11e63496e8e663c87c07ced4d0006fe3f848cc2065467a0", + "prepared_review_unit_hash": "57915401fa3558055a373f12096ed43db711c36c4c68ef3c895a83d66857dc70", "component_budget": { "node_count": 2, "item_count": 2, @@ -27109,18 +27072,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the tokenizer area, but they address different bugs: CodeLlama decode-space stripping vs. AutoTokenizer misclassification for DeepSeek checkpoints. No duplicate cluster here.", - "confidence": 0.96, + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode-time space stripping, the other fixes DeepSeek tokenizer-class resolution in AutoTokenizer. They do not look like the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches address different bugs in different tokenizer code paths and are not mergeable as one change.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the more self-contained fix: it targets one concrete decode regression in CodeLlama and includes the implementation detail that explains the bug (decoder assignment before `super().__init__()` being overwritten).", + "best_pr_reason": "Neither PR is a good cluster representative because the items are not duplicates or close variants; they target separate subsystems and failure modes.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying code paths and failure modes: one fixes CodeLlama decoding/leading-space stripping, the other changes AutoTokenizer checkpoint-to-tokenizer-class selection for DeepSeek models. They are not the same bug and would not plausibly merge into one PR." + "reason": "Different problems and code paths: CodeLlama decoder initialization/space stripping versus AutoTokenizer checkpoint-prefix routing for DeepSeek models. They would not plausibly be merged into one PR." } ] }, @@ -27150,7 +27113,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "3deafacca5516a0ff8c2d33a0891038f7112b1458fbe61a2a7c25dbc5a88e3d8", + "prepared_review_unit_hash": "dc52cb88279c6c864d6d612451214700e0183514e066b7fad05150abc49877bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -27172,18 +27135,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Flash Attention 2 long-context regression caused by scalar/tensor handling in `modeling_flash_attention_utils.py`. PR 47215 is the broader, more complete fix, while PR 46696 is a narrower predecessor touching the same code path.", + "summary": "Both PRs target the same FA2 long-context decode/perf regression in `modeling_flash_attention_utils.py` and the same upstream issue (#46693); PR #47215 appears to be the broader, later follow-up that subsumes the narrower fix in #46696.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the better canonical PR because it appears to implement the more complete version of the FA2 long-context performance fix, with related updates and tests beyond the narrow scalar-conversion change in PR 46696.", + "canonical_pr_reason": "PR #47215 is the better canonical PR because it addresses the same regression with a more complete fix path and adds test/benchmark coverage, while #46696 is a narrower patch for the same code path.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the best representative of the underlying bug: it targets the same FA2 long-context regression, covers the relevant utility path more fully, and includes broader validation compared with the smaller earlier patch in PR 46696.", + "best_pr_reason": "PR #47215 is the strongest representative of the cluster: it fixes the FA2 long-context perf regression more comprehensively and is more likely to stand in for the full change set.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", "accept": true, - "reason": "Same underlying FA2 long-context decode/performance regression in `modeling_flash_attention_utils.py`; both change scalar handling to avoid expensive syncs, and 47215 plausibly subsumes 46696 into one consolidated fix." + "reason": "Same underlying FA2 long-context decode/performance regression in the same file and issue; #47215 looks like a broader superseding fix rather than a different change." } ] }, @@ -27213,7 +27176,7 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "9cbc0eebda712edace1814e5bc98efe74cb1be81bff0d3ce7cf9f1cea93a4ca1", + "prepared_review_unit_hash": "aa56a708111cc30e3cfdbdb3c78ca5a40cc73590bb1d426b1fa9ffa5835ee52c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27235,18 +27198,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about padding-mask handling, but they fix different bugs in different code paths: 46773 patches a model-specific batch-size-1 check in linear-attention models, while 47087 changes recurrent masking utility behavior for continued/cache forwards. They are related thematically, but not duplicates.", - "confidence": 0.94, + "summary": "These PRs both concern padding-mask handling, but they fix different bugs in different code paths: #46773 addresses batch-size-1 masking being skipped in linear-attention models, while #47087 fixes recurrent-layer masking being skipped on continued forwards/chunked prefill/cache continuation.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the better representative because it fixes a single cohesive masking-utility bug, has an explicit issue target, and its scope is clearer and more general than the model-specific batch-size-1 fix in 46773.", + "canonical_pr_reason": "#47087 is the stronger canonical PR candidate because it has an explicit issue target, a focused fix in masking_utils, and broader test coverage for the recurrent-mask regression. #46773 is a separate linear-attention batch-size-1 bug.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone candidate: the change is concentrated in one utility path, the diff and tests align tightly with the stated bug, and it is easier to reason about as a distinct fix than the broader multi-model patch in 46773.", + "best_pr_reason": "#47087 is the best PR representative for the cluster because its bug report is explicit and its change is narrowly tied to one concrete masking regression. #46773 is related only at a high level and should not be treated as the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Both touch padding masks, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes recurrent-mask skipping on continued/cache forwards in masking_utils. Different underlying bugs and code paths, so not a duplicate." + "reason": "Reject: they touch related masking logic but fix different underlying issues and different model families/code paths. #46773 is about skipping padding masks for batch size 1 in linear-attention models; #47087 is about recurrent attention masks being skipped on continued forwards/cache continuation." } ] }, @@ -27283,12 +27246,12 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "3b0f6ce9b6746b227663a0a9b6fabcdfd7743fd95faa341854c37aa2ee1a1381", + "prepared_review_unit_hash": "dd98574d4102fa35f582da1a03088810fe35abf426f1e2a29f91ae65e8bb6cbd", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11589, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27296,7 +27259,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11590, + "serialized_chars": 11589, "estimated_input_tokens": 2898, "estimated_eval_tokens": 6052 }, @@ -27305,42 +27268,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All five PRs address distinct bugs in different code paths; the soft similarities are superficial and none should be merged as duplicates. PR 47074 is the best cluster representative because it is the most centrally connected and broadly scoped, but it is still not a duplicate of the others.", + "summary": "These PRs are all in neighboring multimodal/generation areas, but they address distinct bugs and code paths. None of the soft similarity links look like true duplicates or mergeable into a single PR.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47074 is the most central item in the cluster by linkage and scope, and it has the clearest multimodal pipeline theme. It is the best representative PR, though not a duplicate of the others.", + "canonical_pr_reason": "No issue artifacts are present. Among the PRs, 47074 is the best cluster representative because it has the broadest visible scope in a common pipeline path and the most discussion/review activity.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the strongest global representative because it sits at the center of the soft-similarity graph and covers a broad, user-facing pipeline normalization change.", + "best_pr_reason": "PR 47074 is the strongest standalone representative: it fixes a concrete pipeline input-key bug, touches both implementation and tests, and sits at the center of the multimodal pipeline theme in this set.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different bugs and different components: stop_sequence handling in image-text-to-text pipeline vs batched text postprocessing in Qwen Omni processors." + "reason": "Different fixes: 47032 changes stop-sequence handling in image-text-to-text generation, while 47197 changes batched postprocessing for Qwen Omni models." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholder batching; they fix different code paths." + "reason": "Both concern multimodal inputs, but one normalizes AnyToAnyPipeline key names and the other validates Gemma4 audio placeholder construction; they are different bugs and code paths." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "Shared test surface only; 47074 fixes input key mapping in AnyToAnyPipeline, while 47197 fixes batched decoding in Qwen Omni postprocessing." + "reason": "47074 fixes input-key normalization in AnyToAnyPipeline, whereas 47197 fixes batched decoding/postprocessing in Qwen Omni processors; same broad area, not the same change." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated subsystems: multimodal pipeline input normalization vs generation candidate length capping in prompt lookup decoding." + "reason": "47074 is about multimodal pipeline input mapping; 47195 is about candidate decoding length capping in generation. No shared underlying bug." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "Generation candidate length budgeting and Qwen Omni batched postprocessing are separate bugs with no plausible single-PR merge." + "reason": "47195 adjusts prompt lookup candidate length limits, while 47197 fixes batched text postprocessing for Omni processors; unrelated concrete problems." } ] }, @@ -27370,7 +27333,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "0cdf0a53d445abdfb71485737a31353d848560823444d79f4e7e53ed25259462", + "prepared_review_unit_hash": "ce54e27fae523b0dd2c8027e67df8fc9695d67157930c8024e9006b24e6d868e", "component_budget": { "node_count": 2, "item_count": 2, @@ -27392,18 +27355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated Transformers PRs: one fixes loss scaling with label smoothing during gradient accumulation, and the other updates TopHLogitsWarper to honor min_tokens_to_keep. They do not appear to be the same underlying change.", - "confidence": 0.96, + "summary": "The two PRs are unrelated: one fixes loss scaling with label smoothing under gradient accumulation, while the other adds/validates `min_tokens_to_keep` in Top-H sampling. They touch different code paths and would not plausibly merge into one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the better canonical representative because it has an explicit issue target, a clearly scoped bug fix, and a concrete training-path impact.", + "canonical_pr_reason": "PR 47261 is the more canonical representative because it is a focused bug fix with an explicit issue target and a clear training-related code-path change; 47262 is a separate generation feature/behavior change.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the strongest standalone candidate: it addresses a specific reproducible bug, references a tracking issue, and is more likely to serve as a useful anchor for this cluster.", + "best_pr_reason": "PR 47261 is the best representative of the cluster only in the sense that it is the clearer, more bug-oriented change. PR 47262 is not a duplicate and belongs to a different subsystem and problem statement.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different code paths and bugs: trainer loss scaling vs generation logits warping. They do not look mergeable into one PR or like duplicate fixes for the same issue." + "reason": "Different underlying problems and code paths: 47261 changes trainer label smoothing/gradient accumulation loss scaling, while 47262 changes TopHLogitsWarper behavior around `min_tokens_to_keep`. No shared concrete bug or mergeable combined fix." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 5e79e266b266dff4eeb3fd246349664acfd47a36..e9e04312caf3126c90a1e06c7a58027b30deef9e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260712t120026z", + "analysis_id": "hybrid-model-20260712t180021z", "archived_artifacts": { - "hybrid": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-12T12:10:15Z", + "published_at": "2026-07-12T18:10:59Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260712T120026Z", + "snapshot_id": "20260712T180021Z", "variant": "hybrid" } diff --git a/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a8f1b5df8ae5020050f159c3bbd7d4b85480e7e3 --- /dev/null +++ b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json @@ -0,0 +1,4486 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260712T180021Z", + "generated_at": "2026-07-12T18:10:57Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + 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46869, + "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-46894-6", + "canonical_pr_number": 46895, + "duplicate_pr_numbers": [ + 46958, + 47090, + 47235 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47181-2", + "canonical_pr_number": 47181, + "duplicate_pr_numbers": [ + 47255 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47181-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47205-3", + "canonical_pr_number": 47218, + "duplicate_pr_numbers": [ + 47260 + ], + "target_issue_number": 47205, + "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 13 inbound references.", + "score": 175.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..571c4ba9f6dbe43cb9845cc6b655270b9760c538 --- /dev/null +++ b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27381 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260712T180021Z", + "generated_at": "2026-07-12T18:10:57Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:46165|issue:46468", + "issue:44805|issue:45161", + "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:24643|issue:30277", + "issue:43716|issue:46869", + "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:45874|issue:46294", + "issue:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "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": "b3234c3629a912cc8eefe96aef2dbe53849806945b49f3e68b4f0070d1f07a3d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46276, + "estimated_input_tokens": 11569, + "estimated_eval_tokens": 23394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports. I only see two strong duplicate subclusters: the Bert/DeepSpeed ZeRO-3 index-0 failures and the torch 2.4.1 incompatibility reports.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43596 is the clearest representative of the ZeRO-3/BERT index-0-out-of-bounds bug, and it has a near-identical duplicate in 43638.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best representative issue overall among the true duplicate pairs: specific, reproducible, and general enough to cover 43638.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same broad model family, but different failures: missing config attribute vs streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/code paths: AMD GPU failure for GPT-OSS vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but the model/code-path and root cause are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS on AMD GPUs is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures; no shared concrete bug path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated problems." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time issue vs device-mapping CUDA assert; different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error do not describe the same bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they reference different removed docs content and are separate documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are unrelated failures." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Different topics: remote-code resume issue vs YOLO multi-GPU device map problem." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BERT initialization and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 init bug is unrelated to the remote-code resume issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures: ZeRO-3/BERT index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor shape mismatch and Qwen3.5 video token mismatch are different problems." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Remote-code resume and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS TP-only failure are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and resume-training remote-code issues 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": "DeepSpeed collective mismatch and Bert ZeRO-3 index error are different failures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT initialization bug: both report index-0-out-of-bounds with a non-empty vs non-pretrained variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and GPT-OSS TP-only behavior are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 run error and LoRA merge/reload mismatch are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different issues." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight-dimension error and collective mismatch are not the same failure." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device map failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpoint recompute mismatch is a different bug from a mask indexing shape error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS MoE histogram error and YOLO multi-GPU device mapping are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3.5 MoE rotary embedding, but one is CPU offload incompatibility and the other is uninitialized memory after meta-to-empty materialization." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer kwarg incompatibility are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are different bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute issue with vLLM and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 compatibility problem; 46515 is the shorter duplicate of 45800." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and expensive reverse embedding lookup are separate issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but one is pipeline-task references and the other is run-command references." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and outdated RAG docs are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45507", + "accept": false, + "reason": "Gemma4 device mismatch and GraniteMoEHybrid invalid method are different bugs." + }, + { + "left": "issue:44560", + "right": "issue:46294", + "accept": false, + "reason": "Both mention video, but the errors are different: StopIteration vs feature/token count mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and mask shape mismatch are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles/body patterns, and the rejected soft pairs are mostly plausibly unrelated based on concrete model/path differences rather than broad similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "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:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "50d19502d53cb6f829485deba8d0ea36ea987a805bf215c0d8d2791d78170443", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39734, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not represent one single bug. The only clear duplicate-like subclusters are the tokenizer wrong-ID regression (45812/45920) and the DeepSpeed ZeRO-3 index-out-of-bounds loading failures (41762/43596).", + "confidence": 0.87, + "canonical_issue_reason": "issue:45920 is the broader tokenizer-regression report: it covers multiple model families and explicitly frames the problem as a v4\u2192v5 regression, while issue:45812 is a narrower Granite-only instance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it generalizes the underlying tokenizer-ID regression across several affected models and likely matches the broader fix scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are compatibility regressions, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 with USE_DISTRIBUTED=0; different concrete failures and likely different fixes." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different model/runtime problems: PaddleOCR-VL loading in vLLM versus distributed support breakage in v5.9.0." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: a corrupted Ovis2 checkpoint versus missing Sam3 text encoder weights." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM is unrelated to Qwen3 auto device-map CUDA assertion on A800." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 loading path failing with index-out-of-bounds errors during model initialization; this looks like one underlying bug affecting different models." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation mismatches and unrelated content." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different subsystems: AMD GPU failure for GPT-OSS versus table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch compatibility regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel calling cross_entropy and Qwen3-vl video StopIteration are unrelated bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different failure modes: device placement mismatch for Gemma4 PLE versus video feature/token mismatch in apply_chat_template." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are separate model-specific issues." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug in deepseek-coder is unrelated to outdated RAG examples documentation." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to RAG docs examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support break are different compatibility regressions with different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same tokenizer wrong-ID regression in v5; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different loading failures for different models: corrupted checkpoint versus implementation unable to load checkpoints." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to outdated RAG documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params argument incompatibility is not the same bug as the PyTorch distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is a Gemma3 vLLM config attribute issue and the other is a Qwen3-MoE sliding_window model issue; too different to merge." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 empty-tensor init failure." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading and table-question-answering task crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are different model-specific problems." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and PretrainedConfig pydantic field regression are unrelated compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different compiler/tracing regressions on different models and ops; not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5-35B chat crash and streaming chat/completions failure are different Qwen issues with different symptoms." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 index-out-of-bounds loading and torch/transformers version incompatibility are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing failure is unrelated to YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to table-question-answering task crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Gemma4 PLE device mismatch are separate model/runtime issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram_mps unsupported for Int are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern issue are different regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the tensor-shape mismatch and the ZeRO-3 empty-index failure are not the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code config_class errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, and the two duplicate-like subclusters it names are well supported by the issue titles and soft-pair similarities. The accepted soft-edge pairs are also phrased cautiously enough to avoid overstating certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "3d3a717525507c7df32f7bfbd8cd28edf8126061c21d71d7e15354900ebec74c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38035, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports, with two plausible duplicate subclusters: Qwen video-input/template mismatches and trust_remote_code custom-module/cache collisions. The rest of the soft pairs look like neighboring regression reports but not the same concrete bug.", + "confidence": 0.67, + "canonical_issue_reason": "45020 is the broadest umbrella issue in the set, covering the remote-code regression subgroup better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the strongest canonical-style issue overall: it states a broad, actionable regression affecting multiple remote-code models and can absorb several related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Different failures: one is a missing config field after v5 update, the other is a pydantic/config validation break. Related theme, not the same bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "One is a torch/Transformers compatibility problem; the other is a Gemma4 forward device mismatch. Different code paths and symptoms." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated model-loading/support issues: PaddleOCR-VL in vLLM versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index/mask-style failures, but they involve different models, workflows, and likely different root causes." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is not the same problem as the Sam3 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "torch.autocast dtype mismatch on Phi-tiny-MoE is a different bug from Qwen3.5 streaming inference failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5-era breaking changes, but one is init_empty_weights/_is_hf_initialized and the other is a PretrainedConfig field/pydantic break." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 OOM under v5.x and tied-weights translation-model issues are different concrete bugs." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO device-map issues and Sam3 compilation regression affect different models and code paths." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method calls are not the same problem as the Sam3 bf16 compilation regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the shapes, triggers, and model contexts differ; too broad to merge." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Similar multimodal/Qwen3.5 area, but image dtype mismatch and video token/feature mismatch are different concrete bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code breakage and torch/Transformers version incompatibility are distinct root causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both report Qwen video-input regressions with mismatched video features/tokens on the same model family; likely the same underlying template/tokenization bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and nonsensical pipeline results are related at most by model family, not the same bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Broken official example and multi-GPU device-map failure are different issues." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "The deepspeed zero3 BertModel crash and the trust_remote_code resume/training issue do not share the same failure mode." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen multimodal internals, but one is from_config text_config handling and the other is uninitialized rotary embedding memory." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different modalities and failures: image preprocessor dtype mismatch versus input-embedding unpacking in TRL SFT training." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5 TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are different problems." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code dynamic-module cache/path collisions causing the wrong custom module to be loaded." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8/Qwen3-MoE loading failure is unrelated to flash-attn fallback blocking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "lm_head tying in Mistral3 conditional generation is a different tied-weights bug than translation-model v5 behavior." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and docs mentioning a removed command are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior does not match the tied-weights translation-model regression." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed-run-command docs issue are different documentation bugs." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights translation-model behavior." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "They both concern input validation, but T5 decoder-input messaging and broad XOR validation across models are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical choice of issue:45020 is defensible from the packet, and the two accepted soft pairs (44479/46294, 45632/45698) are conservative enough. The rejections also stay within the evidence rather than overclaiming duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "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:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:44403|issue:44488", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "238fd85fbc11fd6c0d58a4fac8dab0a1be4d26487b2e9a046478d5e79e43dea0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37050, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated standalone issues. The only clear duplicate clusters are the non-persistent buffer regression in v5, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache get_seq_length contract bug. No pull requests are present.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the most specific representative of the non-persistent-buffer regression cluster: it names the exact failing API (`from_pretrained`), the corrupted object type (`register_buffer(persistent=False)`), and the v5 regression scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue representative because it is the clearest, most concrete duplicate target among the cluster and most precisely states the shared underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different bugs in different model families: NemotronH checkpoint loading vs tied-weights handling for translation models." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific failures: tokenizer detokenization regression vs Qwen NVFP4 loading/runtime error." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example mistakes/quantization failure is not the same issue as degraded SigLIP2 text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers are being corrupted/filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated training API signature error vs DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Related Mamba-family code, but different concrete model/path and not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different failure modes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Clear duplicate: both are Gemma4 quantized vision/audio embedder dtype-casting bugs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenization, but they affect different models and different tokenizer bugs." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different topics: SigLIP2 embedding quality vs broad tokenization changes." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model/backends and different failure types; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; not clearly the same defect." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same API bug: `cache.get_seq_length()` returns a tensor instead of an int, with 46858 showing a backend-specific downstream failure." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related buffer/materialization theme, but 45902 is a model-specific uninitialized-memory bug rather than the same from_pretrained regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Different SigLIP2 issues: embedding quality regression vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen3.5 issues with different code paths: flash-attention crash vs CPU-offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failure mechanisms; both involve weights/buffers but not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training pathologies: gradient checkpointing/LoRA vs int4 quantization memory growth." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise vs a specific tokenizer loading failure for one model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated: DeepSpeed weight-dimension runtime error vs early-stopping metric resolution." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "General logging/noise issue vs a specific model loading failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes: model detokenization regression vs import-time KeyError on Python 3.13." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and failure modes: DeepSpeed ZeRO-3 loading vs FineGrainedFP8 config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance/training issues: gradient checkpointing vs MoE memory usage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Different tokenizer/loader problems with no clear shared code-path." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message vs missing model attribute; unrelated issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different incompatibilities: missing model import vs bitsandbytes Int8Params keyword mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the canonical issue choice is reasonable. The accepted soft-edge pairs that link near-identical titles (43950/44534, 43644/43950, 46899/46932, 45987/46858) are conservative enough based on the available evidence, and the rejected pairs are appropriately cautious. No pull requests are present in 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": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "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:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:41553|issue:43881", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45715|issue:46315", + "issue:45759|issue:46661", + "issue:43881|issue:43883", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "3531998f648e30831d6c60910202468ed7672b6d5ae15cd522281a9995c8ec7f", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36630, + "estimated_input_tokens": 9158, + "estimated_eval_tokens": 18572 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue bundle spanning tokenizer, model-loading, training, docs, and vision/audio regressions. Only a few pairs look like true duplicates or near-duplicates; most are merely same-subsystem reports and should stay separate.", + "confidence": 0.7, + "canonical_issue_reason": "issue:46894 is the clearest concrete bug report in the set and the strongest duplicate anchor: it has the most discussion/inbound context and pairs directly with issue:46897 as the same training-loss double-shift problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the best overall issue candidate because it is specific, reproducible, and clearly tied to an otherwise matching duplicate report, making it the most useful canonical representative here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention flash-attn/Mistral loading paths, but one is a tokenizer regex crash and the other is a fallback-blocking check; different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: MPS histogram/int handling in MoE versus device placement mismatch with Gemma4 PLE." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Both are model-loading failures, but for different model families and different error surfaces; not the same concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is too broad to merge with a device_map/forward mismatch bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping edge case versus remote_code compatibility regression; unrelated code paths." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading complaints, but one is about a bad AutoTokenizer error message and the other is a model loading failure." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime issues: autocast dtype mismatch versus device mismatch during auto sharding." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions and a specific tokenizer codec/warning regression are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA-related warnings, but one is cross-version incompatibility and the other is a config warning about tied embeddings." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes param-construction incompatibility is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and different internal loops." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping in from_config is a different code path from remote-code model_class config_class handling." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model loading errors, but for different models and different missing pieces." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are effectively the same docs cleanup: both say pipeline task docs still reference removals from v5." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Generic remote_code breakage versus missing config_class on remote-code models; not the same underlying fix." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe v5 tokenizer output corruption/regression for DeepSeek-family models and point to the same tokenizer/pre-tokenizer handling area." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are different from_pretrained issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift bug, explicitly framed as the same pattern across two model reports." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Whisper failing to run and a bug in _torch_extract_fbank_features() point to the same speech frontend code path." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging behavior are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated training errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "A general LoRA gradient-checkpointing complaint is not the same as a missing supports_gradient_checkpointing flag on a specific remote-code model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; no clear shared code-path bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but on different Qwen variants with different symptoms; too broad to merge." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video input regressions, but the titles indicate different model scopes and different concrete failures." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Nearly identical IndexError about mask shape not matching indexed tensor shape; looks like the same underlying indexing bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under SDPA/BF16 and an AttributeError in flash_attention sink handling are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is well supported by the packet, and the accepted soft pairs are conservative enough. Minor phrasing like \"most discussion\" is a bit broad, but not enough to invalidate the summary." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "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:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:41553|issue:44488", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "9a945393e4b7fdb53e3b3283cc448f6db1cc0c7ad8a72573d4bf8b20c039057d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37346, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformer bug reports, with a few tight duplicate-like pairs. I only accept the pairs that appear to describe the same concrete failure mode; the rest are too model-, version-, or subsystem-specific to merge safely.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43994 is the clearest representative of the strongest duplicate pair in the set: it names the exact model and a broad symptom, and it aligns closely with issue:38175\u2019s same-model regression report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best single issue representative because it is concrete, model-specific, and has the clearest same-bug counterpart; the rest of the cluster does not cohere around one dominant defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: image preprocessor dtype mismatch vs a broken official example for Nemotron." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both are model/runtime failures, but they point to different models and different code paths." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are load failures, but one is NemotronH checkpoint loading and the other is Sam3Model text-encoder weights not loading; not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the models and failure modes are different." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated model-support and sliding-window issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Specific DeepSpeed ZeRO-3 BertModel IndexError vs a generic torch version incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary/position-related internals, but they are different models and different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed/BertModel IndexError is not the same as a torch 2.4.1 incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-generation bugs with different triggers and symptoms." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 failure and meta-device loading breakage are separate issues." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing VL class and meta-device loading failures are distinct bugs." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal models and unrelated failure modes." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF architecture support are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; the notebook-specific report is a narrower instance of the broader custom-model initialization breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram int-not-implemented are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/position-related internals, but the concrete failure modes and code paths differ." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 failure." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3-family failures with different triggers and symptoms." + }, + { + "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." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "torch.compile+SDPA crash on Bamba-9B-v2 is different from the Qwen3.5 flash-attention position_ids bug." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both involve PEFT and gradient checkpointing, but one says it is ineffective while the other reports a CheckpointError under ZeRO-3; too different to merge." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mapping mismatch is unrelated to a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name validation failure and Gemma4 forward device mismatch are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and mask-shape IndexError are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model-specific regression for google/siglip2-base-patch16-224; 43994 is the broader, more representative report and 38175 is a symptom-focused variant." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation failures, but on different models/configs and likely different validation rules." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel IndexError and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: BertModel ZeRO-3 init crash vs tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same error class, same DeepSpeed ZeRO-3 + BertModel initialization path, with only pretrained-vs-non-pretrained wording differing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The chosen canonical pair (38175/43994) is supported by the shared model-specific symptom, and the accepted soft-edge pairs are plausibly same-bug duplicates rather than overclaims. I don\u2019t see evidence that the cluster has a clearer single dominant defect than the analyst states, and the remaining pair rejections are appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "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:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "2500a9a9af47dbf569842be4d78d579abce4e5ebd242ba9ddc300c1973c81982", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36039, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains two clear duplicate pairs: the Transformers v5 non-persistent buffer corruption report and a Gemma4 4-bit multimodal dtype-cast failure. No pull requests are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the best canonical issue: it is the clearest, most general statement of the shared Transformers v5 non-persistent-buffer bug, and issue:44534 is a near-verbatim duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative for the cluster because it is concise, specific, and directly duplicated by issue:44534; it captures the underlying regression better than the noisier variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA incompatibility on hf4.x vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated bugs: tokenizer mapping registration failure vs a tensor/mask shape mismatch at indexing time." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same underlying Gemma4 4-bit multimodal dtype-cast bug; the second report broadens the same failure mode across audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different code paths and symptoms: _is_hf_initialized regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but the concrete bugs are different: dequantized model offload loading vs mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but not the same bug: zero probabilities vs docs example errors/quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-verbatim duplicate reports of the same Transformers v5 non-persistent buffer junk regression." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: auto device mapping cuda assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config failure vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: qwen3_moe LoRA usability on hf5.x vs Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: GLM5 issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but there is no evidence they share the same concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different issues: NemotronH checkpoint loading vs missing linear_attn entries in Qwen3.5 TP plan." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions affecting different paths: ZeRO-3 weight loading vs incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Related to dtype handling, but different bugs and code paths: AutoModelForCausalLM loading vs from_config config-state staleness." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: GraniteMoEHybrid invalid method call vs Nemotron example breakage." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is the non-persistent buffer junk regression; the other is a notebook/custom-model initialization issue." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but the titles do not indicate the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs-example/quantization error report while the other is a nonsensical-results runtime bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and bugs: Qwen3 MoE weight conversion with accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different symptoms: Qwen3 MoE training memory inefficiency vs quantization offloading not working." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different embedding/output resize behavior; one is LoRA/model-compatibility, the other is resize_token_embeddings not affecting output_embeddings." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different models and concrete failures: Qwen3 MoE LoRA incompatibility vs t5gemma decoder embedding resize bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures for different models and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is int4 quantization OOM in Transformers 5.x." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated bugs: Trainer checkpoint max_steps calculation vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different model families and different persistence bugs: GLM5 vs sinq save/load breakage." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different save/load failures: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Related resize_token_embeddings theme, but different models and different affected components." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer paths and model families; not enough to call them the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster summary is conservative and supported by the packet: the two duplicate pairs (43644/44534 and 45672/46899) are plausible from the titles, and the rest of the pairwise rejections stay cautious. No PR pairs are present, so there is nothing mergeability-related to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:44910|issue:45588", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:44079|issue:46829", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "29feae1863f0e024c6c771755d6009622eaf349441ea13318e7ca81c384783ba", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model- or subsystem-specific Transformers bugs. The only strong duplicate-like pair is the resize_token_embeddings/output_embeddings regression; most other pairs are related only at a broad theme level and should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45292 is the most general formulation of the shared bug and can cover the Gemma4-specific report as a narrower manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it states the core API regression broadly and is the cleanest target for deduping nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same broad training-loss-shift pattern, but the reports are model-specific and do not clearly describe one shared code path or fix." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different entrypoints: chat generation crash vs transformers serve processor attribute error." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both are compatibility/loading regressions, but the underlying problems differ: Torch 2.10 incompatibility vs meta-device model loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but one is a vocab-size/token issue and the other is a broader load failure; no clear same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument handling and disabling mmap for Strix Halo OOM are unrelated root causes." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a Qwen3.5 packed-sequence/position_ids crash and the other is an s_aux=None attribute error for sink-less models." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 token leakage are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP shared_kv_states behavior and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation errors and GLM5 loading issues are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they are separate model implementations with distinct bug reports." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading problems are only broadly related; one is offloading behavior and the other is increased reserved memory causing OOM." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior and a T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both concern output structures, but one is a generic ModelOutput key assignment bug and the other is a model-specific hidden_states field mix-up." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP KeyError and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "These are different quantization failures on different models and formats; same general area, not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and mmap/OOM behavior are different loading/runtime issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batching corruption and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state bug are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and Strix Halo mmap OOM are different memory issues." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure and broken official Nemotron example are related only by model family, not by the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression: output embeddings are not updated, with issue:45276 adding a Gemma4-specific manifestation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen VL variants and strict Granite Speech config loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are different issues." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP shared_kv_states bug are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different model/save-path issues." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permissions during save_pretrained and wrong custom module resolution during from_pretrained are separate save/load bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet and the soft-edge verdicts are conservative. The only clearly duplicate-like pair is issue:45276 / issue:45292, which is well supported by the titles and high similarity; the other pairs are reasonably kept separate. The summary does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46899", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:44589|issue:44756", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:46894|issue:46901", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899" + ], + "prepared_review_unit_hash": "46fc126465b8bd0b8bf70b3503ef507a9d83959311a686838f5f0654f35e932a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions. Only one soft edge looks like a true duplicate or near-duplicate: the `resize_token_embeddings` embedding-resize bug pair. The rest are distinct issues in different models, subsystems, or failure modes.", + "confidence": 0.83, + "canonical_issue_reason": "`issue:45292` is the broadest and most model-agnostic report: `resize_token_embeddings` failing to update output embeddings. `issue:45335` looks like a narrower t5gemma-specific manifestation of the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best canonical issue because it states the core API-level symptom clearly and generalizes beyond one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` does not propagate resized weights to a tied embedding/output path. The second issue is a model-specific instance of the first." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype/device-related failures, but one is an autocast mismatch in Phi-tiny-MoE and the other is meta-device loading breakage across some models. Different code paths and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "One is about custom model initialization in Jupyter notebooks; the other is about `save_pretrained`/`from_pretrained` mishandling `extra_state`. Not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both reference Torch/version compatibility, but one is a general Torch 2.10 incompatibility and the other is a Sam3 bf16 compilation regression between two Transformers releases. Different failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "`Float8_e4m3fnStorage` lookup failure is a storage/deserialization issue; disabling mmap on Strix Halo to avoid OOM is a memory-management workaround. Not the same underlying defect." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is about vocab-size/token ID inconsistencies and the other is a model-specific loading failure for ScandiBERT. No evidence of a shared code-path bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization issues are unrelated to `resume_from_checkpoint` computing `max_steps` incorrectly after changing batch size." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a double-shift training-loss pattern, but they affect different model implementations. Similar pattern is not enough to treat them as the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "General Torch incompatibility vs a specific autocast dtype mismatch in Phi-tiny-MoE. Different root cause and scope." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a performance regression in `convert_tokens_to_ids`; the other is a CodeLlama round-trip tokenization correctness bug. Different behavior and code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are separate tokenizer regressions, not the same defect." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "A Qwen3.5 `PagedAttentionCache` group-type crash is unrelated to a template compilation error. Different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "`base_model_prefix` loading failure is distinct from notebook-based custom model initialization breakage." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline behavior and generic tokenization changes in v5 are different issues." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as a YOLO multi-GPU `device_map=\"auto\"` failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled `flex_attention` failures on newer Torch versions are unrelated to Gemma4 device placement mismatches during forward." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A general Torch version incompatibility is not the same as Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and inconsistent `from_pretrained` behavior inside Python classes are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-object lookup failure and template-compilation failure are unrelated implementation bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression for Qwen VL models and a generic mask-shape IndexError are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about a stale `return_all_scores` mention and the other about removed pipeline tasks. Different documentation targets." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 producing nonsense outputs and `ModelOutput` key assignment with `None` are not the same code-path problem." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` serialization/deserialization is unrelated to unwrapping `text_config` in composite Qwen multimodal configs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token method conflict and `gguf_file` loading failures are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of a previous issue is not enough to merge with a Qwen3.5 cache crash; no shared concrete bug is evident." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` and Perceiver non-default-resolution failures are different model/export paths." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "A broken quantized model reload after save is not the same as a tokenizer `continue_final_message` bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading regressions, but they affect different models and different failure mechanisms (`est-roberta` load failure vs Mistral regex patch crash)." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue for an earlier bug and a mistral_common tokenizer formatting bug are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer loading failure for EMBEDDIA/est-roberta are separate problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is a `device_map=\"auto\"` forward device mismatch and the other is a 4-bit quantization dtype-cast bug in multimodal embedders. Different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The only accepted soft edge, issue:45292 \u2194 issue:45335, is supported by highly similar titles/body themes around `resize_token_embeddings`, while the rest are appropriately rejected as differing subsystems or failure modes. The summary does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:47050" + ], + "soft_pairs": [ + "issue:45479|issue:46894", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:32090|issue:39404", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:42175|issue:46178", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "b46012117b429a6968bff31eb679d3483495cdfbd6448dacd514d8d83c5e709a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues. A few pairs are thematically close (especially v5 init/loading regressions and tokenizer-loading regressions), but none are tight enough to treat as the same underlying bug or change.", + "confidence": 0.31, + "canonical_issue_reason": "No exact duplicate hub stands out; issue:43646 is the broadest representative of the densest v5 initialization/regression subgroup, so it is the closest fit as a canonical issue for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43646 is the most general and least model-specific report among the near-duplicates, making it the best single issue representative here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different bug classes: sequence-classification zero-loss vs ASR training-loss double-shift." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated features: save/from_pretrained extra_state handling vs TimesFM window_size attribute error." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failure modes: DeepSpeed ZeRO-3 zero-size tensor access vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different tokenizer/config paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading failures, but the Mistral regex patch crash is a specific backend bug not the same as sleng-bert loading." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Unrelated regressions: _is_hf_initialized flag breakage vs fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Different symptom and code path: single-label zero-loss classification vs ASR-style double-shift training loss." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but one is a dev-version load break and the other is a weight-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3Moe FineGrainedFP8Config failure are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading and junk non-persistent buffers are different code paths." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer.json loading vs incorrect DeepSeek-Coder tokenizer output are related but not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch vs template-compilation error are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text encoder weight-loading are different model-specific regressions." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure do not share a code path." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both affect loading models, but ScandiBERT loading and physical-intelligence/fast loading are not the same underlying bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both involve Qwen-family models, but FP8 config failure and PagedAttentionCache group-type crash are different problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor update behavior are not the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-related rotary/positional issues, but XLNet CPU arange placement and Qwen3_5Moe CPU offload incompatibility differ." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting bug and multimodal iterable-dataset failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Close v5 initialization regressions, but one is about non-persistent buffers and the other about custom model initialization broadly; not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset failure vs mistral_common continue_final_message bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and Jupyter custom-model initialization breakage are different regression paths." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but missing TensorFlow in extras and undefined tensorflow_text backend are distinct packaging/backend issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but unsupported center arg and _torch_extract_fbank_features() are different 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": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43645|issue:46661", + "issue:42915|issue:45084", + "issue:43208|issue:47013", + "issue:43646|issue:44534", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44062|issue:44987", + "issue:43994|issue:44610", + "issue:42915|issue:44589", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:45923|issue:47254", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "c44234e5bc13610dbf4ac14d4e572e3859bbb7520805f83a089d0659aa366078", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36528, + "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 mostly a loose grouping of Transformers v5 regressions across unrelated subsystems; I did not find any soft-edge pair that clearly represents the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking custom model initialization. It is more general than the notebook-specific variant and closer to the cluster center than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue for the cluster because it captures the shared high-level regression class most of the nearby items orbit around, while still being general enough to stand in for the broader v5 initialization breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different failures in different areas: Apple Silicon allocator warmup TypeError vs _is_hf_initialized flag regression." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures on v5, but they affect different models and likely different code paths: one is a model load failure, the other a tokenizer load failure." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF/loading, but one is a generic gguf_file from_pretrained breakage while the other is a Qwen2.5-GGUF v5 loading failure; not clearly the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated issues: template compilation TypeError versus a GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens; distinct bugs." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different subsystems and symptoms: device_map/offload dequantized-model loading versus GGUF v5 loading." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different domains and code paths: PEFT local-checkpoint loading for GraniteSpeech versus mistral_common continue_final_message behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is MIMI encoder padding-mask/batched-output mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise warnings are unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and failure modes: Whisper loading/runtime versus YOLO multi-GPU device_map auto." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Related to model initialization, but not the same bug: notebook-defined custom models versus remote-code AutoModel missing config_class." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different problems: Qwen3MoE + FineGrainedFP8Config versus a template-node compilation TypeError." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Same family (xLSTM) but not the same underlying bug: 43208 is a bundle of three training blockers, while 47013 is a specific return_last_states=False crash." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; separate issues." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different audio model bugs: MIMI batching/padding-mask mismatch versus DAC latent reconstruction mismatch without STE." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated failures: loading a specific model under v5 versus a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Different training state features: early stopping metric selection versus num_input_tokens_seen not updating." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different models and defects: Qwen3.5 hidden-states output bug versus Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight, but one is a model weight-tying bug and the other is device-dependent serialization inconsistency; not the same code-path problem." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5/init-related changes, but the concrete bugs differ: Qwen3MoE FP8 config failure versus init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method-name conflict versus a key error loading MobileLLM; no shared root cause." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model and failure mode: ScandiBERT load regression versus Mistral regex patch AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizers AddedToken keyword duplication is unrelated to the physical-intelligence/fast loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision processors/model input shapes, but they are different models and distinct mismatches: SigLIP2 nonsense outputs versus OmDet-Turbo 640px/224px discrepancy." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8/model-loading issue versus a Float8 storage lookup error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different cache-related concerns: chunked generation under compiled forward versus StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Export/compiler issue on torch_compilable_check is unrelated to an image processor size mismatch." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Gradient checkpointing is the only overlap, but one is a missing capability flag and the other is a PEFT/DeepSpeed checkpoint error; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44008", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:36032|issue:41720", + "issue:43883|issue:44488", + "issue:44008|issue:46899", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43089|issue:45987", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43872|issue:44291", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43632|issue:44756", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43531|issue:44291", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "e2f2b0faad6d00984d1bf2d1a68945bc77b70de4522bf903e5f130120643fbac", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36995, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regression reports, not one single duplicate set. The only clear duplicate pairs are the v5 `_is_hf_initialized` incompatibility reports and the Qwen3.5 `save_pretrained` checkpoint-key regressions; the rest are different bugs touching similar subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43872 is the best representative of the strongest duplicate subcluster: a broad, externally referenced Transformers v5 `_is_hf_initialized` incompatibility that also covers the narrower `init_empty_weights` manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 has the clearest cross-cutting impact and strongest evidence of a shared root cause with issue:44291; it is the most useful anchor for triage in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failures: a T5 tokenizer load-time attribute clash vs a Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is a Molmo model attribute issue and the other is a tokenizer/BPE handling problem for a different model." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype problems, but they affect different Gemma generations and different code paths/root causes." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal errors, but one is a Llava-Next loading segfault and the other is a Qwen3OmniMoe video-input validation failure." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL area, but these describe different regressions: a broad video-input bug vs still-image temporal position scaling in rope index." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Different problems: a Transformers v5 `_is_hf_initialized` breakage vs a TimesFM `window_size` attribute error." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch-version incompatibility and loading noise are unrelated symptoms with no shared concrete bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "One is generation performance overhead; the other is a `StaticCache` return-type contract bug." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 `save_pretrained` regression: incorrect checkpoint contents/keys across versions, with the later report narrowing the visual-encoder side." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding-window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is iterable-dataset/multi-image finetuning failure and the other is temporal position-id scaling in rope index." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated audio feature extraction and compiled flex-attention failures." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizers, but one is a load failure and the other is a performance regression in `convert_tokens_to_ids`." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same concrete incompatibility: Transformers v5 adds `_is_hf_initialized`, breaking bitsandbytes/init-empty-weights model loading." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both mention dtype issues in multimodal models, but they are different models and different failure mechanisms." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise in loading logs is unrelated to a tokenizer load regression." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are distinct bugs." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (wrong IDs vs encode/decode space trimming)." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is about using gradient checkpointing in eval mode; the other is a missing capability flag on a trust-remote-code variant." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights loading and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: unexpected `_is_hf_initialized` arg vs missing Float8 storage object." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure and Float8 storage lookup failure are different runtime issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to DeepSeek-R1 accuracy regression after upgrade." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different concerns: v5 initialization flag regression vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading in v5 and missing `pad_token_id` on Llama4Config are unrelated model-loading bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is not the same bug as multi-image iterable-dataset finetuning." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` loading incompatibility are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_state rebuilding are different code paths and failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted pairs are well-supported by their titles, and the rejected pairs are framed as distinct bugs without overclaiming shared root cause. No PR-mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43482|issue:45538", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43818|issue:46402", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45381", + "issue:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265" + ], + "prepared_review_unit_hash": "29e5b1649acd678715c3b2cd4235ff872e203bf52ff4c31d48663875e8b7302a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36082, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of nearby transformer/model-loading/tokenizer regressions, but the proposed pairs mostly describe different concrete failures rather than the same underlying bug. I don\u2019t see any true duplicate PR candidates here, and all soft edges should be rejected.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest, highest-activity representative in the set and the best anchor for the cluster, even though the cluster itself does not contain a clear duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best represents the cluster because it has the most discussion/inbound activity and covers a broadly impactful runtime-loading problem rather than a niche model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: CUDA assert during Qwen3 auto device mapping vs tokenizer regex crash when fix_mistral_regex is enabled." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about missing BOS/EOS insertion for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Different packaging/backend issues: missing TensorFlow in a torch install vs tensorboard-only install causing an undefined tf backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ignoring tokenizer.json while the other is wrong token IDs for Granite models." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but they affect different docs/content and do not describe the same broken example." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenizer/model_max_length behavior vs GGUF loading failure under transformers v5." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and different runtime errors: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs a model loading failure in vLLM; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer serialization junk; different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different performance/runtime problems: offload loading failure vs inefficient MoE training memory usage." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both mention Transformers 5 initialization regressions, but one is about loading models with base_model_prefix and the other about custom model initialization; too broad to merge." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but they are different models and different symptoms (encoder output mismatch vs NaN embeddings in Gemma3)." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key handling are separate regressions in different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to bfloat16 dtype mismatches in specific model wrappers." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal model-loading bugs affecting different architectures (Video-LLaVA vs Sam3Model)." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is finetuning with multiple images per prompt and the other is video position-id scaling; not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Still-image rope-index scaling in Qwen2.5-VL is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one reports HF-vs-JAX discrepancy while the other reports bad outputs in AutoModel/pipeline; insufficient evidence of one root cause." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention issue is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL vision-position issues, but one is a still-image temporal scaling bug and the other is a video-input position-id bug; not clearly the same defect." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate sequence-classification behavior, but one is tied to flash_attention_3 while the other is a label/loss configuration issue." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument and strict config rejection are unrelated loading failures." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input-format problems, but one is multi-image finetuning and the other is image-placeholder handling in user text." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FP8 config failure for Qwen3MoE is unrelated to GGUF loading failure for Qwen2.5." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization changes are different subsystems and different bug classes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export torch_compilable_check failures are different runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41553|issue:43582", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:45823|issue:46821", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:42617|issue:42915", + "issue:43454|issue:45072", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:36331|issue:42617", + "issue:46305|issue:46315", + "issue:41720|issue:43322", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:36331|issue:42915", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "b7f94511209212d380841afd76731b11936d0badbb67e335b5df8c40df2a7446", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36475, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to describe the same underlying bug/change; most are only loosely related by subsystem (tokenization, loading, offload, device_map, or model family). I\u2019d treat this set as separate issues rather than duplicates. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "Best representative of the active bug set: broad offloading/quantization loading failure, open, and has multiple inbound references, making it the most central unresolved issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the strongest canonical issue candidate because it is still open, spans a broad runtime path, and has clear ongoing impact with inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation bugs, but they affect different models and failure modes (perplexity vs empty transcription)." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different problem classes: video-input regression vs device-mapping forward mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice_preset handling in BarkProcessor is unrelated to generation with inputs_embeds and cached KV." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash and torch.export/torch_compilable_check export failure are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map='auto', but the models and concrete failures differ; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying bug and torch.compile SDPA failure are separate model-specific issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer error-message quality and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and a missing gradient_checkpointing flag are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError do not share the same underlying failure." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens for a single model and the other is wrong IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo output-size mismatch." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different dtype/weighting problems; not mergeable as one fix." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffective with LoRA are unrelated training/inference issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tie failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but one is dequantized model loading on gpu+cpu offload and the other is a broader offloading regression; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching inconsistency is unrelated to Perceiver non-default resolution handling." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer initialization junk are different loading problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx and text_config unwrapping are separate v5 config regressions." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py runtime failure." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Llava Next segfault are different loading failures." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and sinq save/load quantization breakage do not share the same code-path problem." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature change and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Auto device-map CUDA assert and flash-attention generation failure are different Qwen3 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:43065|issue:46402", + "issue:43295|issue:45701", + "issue:43881|issue:44488", + "issue:45685|issue:46821", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:36010|issue:42617", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44451|issue:47020", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44008|issue:45823", + "issue:36331|issue:41720" + ], + "prepared_review_unit_hash": "9d2e6c6b594ce0e7786f4139f5820d9192ad9bb1df63fd93db85f017ced079c1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports that only share broad Transformers themes. I found no convincing duplicate pairs among the soft edges. Best representative issue is the detailed Trainer checkpointing bug (#43708).", + "confidence": 0.9, + "canonical_issue_reason": "#43708 is the most concrete, well-scoped bug report in the set: it names a specific trainer code path, a reproducible condition, and a clear incorrect outcome (`max_steps` after `resume_from_checkpoint`).", + "canonical_pr_reason": null, + "best_issue_reason": "#43708 is the strongest standalone issue to anchor triage because it is precise, actionable, and more fully specified than the other mostly model-specific regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are training/runtime regressions, but one is int4 quantization OOM and the other is a T5/apex memory leak; different code paths and fixes." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss and a tokenization-version change are not the same bug; one is evaluation quality, the other is tokenizer behavior." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and failure to run `3d_parallel.py` are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batching shape bug and tokenization changes are different subsystems and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is tied `lm_head.weight` saving by device and the other is wrong visual encoder keys for Qwen3.5; not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offload misbehavior and Strix Halo mmap OOM are separate resource-handling issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch-iterator failure is unrelated to early stopping disabling due to missing `eval_f1`." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding and dtype mismatches in inference are different problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 pixel-decoder dummy Conv2d and missing text encoder weights are distinct model-loading/model-architecture issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression and tokenization-version changes are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading failures, but the affected models and likely causes differ; no shared concrete code path is evident." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram on Int in MoE code is unrelated to a TimesFM `window_size` AttributeError." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder omission and static-cache slice arithmetic on non-CUDA backends are different generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and unpacking packed weights during accelerate loading are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "`GenerationMixin` import failure and a script execution problem are not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading/custom models, but one is broad Transformers 5.0 initialization breakage and the other is inconsistent `from_pretrained` behavior inside Python classes; too generic to merge." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype staying float32 in Blip2 is unrelated to checkpoint resume `max_steps` miscalculation." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific BERT model and a tokenizer constructor type error are different model/tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA failure and CPU-offload device mismatch are different runtime/device issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and dequantized model offload loading are both quantization-related but not the same code-path bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Wrong tied `lm_head` weights in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different serialization bugs." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM `window_size` AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-size issues, but one is processor output shape mismatch and the other is Perceiver resolution handling; not the same defect." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping config validation and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and GPT-OSS MoE tensor-parallel issue are distinct distributed/inference failures." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and missing `pad_token_idx` in StableLmConfig are separate config/model issues." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantized model failure and pipelines import failing on kernels version/revision are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Variable-name collision in Gemma3n forward and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer `compute_loss` signature mismatch and Qwen3 auto device-map assert are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43425", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:28530|issue:30064", + "issue:43425|issue:46821", + "issue:43881|issue:44991", + "issue:43316|issue:44913", + "issue:43526|issue:43883", + "issue:45701|issue:47145", + "issue:29159|issue:36032", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44492|issue:44509", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43452|issue:47020", + "issue:43257|issue:47254", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746" + ], + "prepared_review_unit_hash": "53a055cbf4eb8815556d8acf34b6af3765a536f6ec286c39dd283160a6ded4f5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35147, + "estimated_input_tokens": 8787, + "estimated_eval_tokens": 17830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous cluster of mostly unrelated issue reports; none of the soft-edge pairs look like true duplicates of the same underlying bug/change. The strongest representative issue is the broad quantization/offloading report, but overall duplicate confidence is low.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the most central representative here: it is open, has the most discussion/inbound references, and covers a broad runtime behavior area that could plausibly attract related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is actively discussed, externally referenced, and describes a broad user-facing problem rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/continuation paths, but they describe different failures and code paths: wrong tensor indexing in serve versus device-tensor seq-length arithmetic in static cache/compile." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are multimodal serve crashes, but one is a string `.to()` failure and the other is a missing `_tokenizer` attribute; these are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different failure modes: CamemBERT masked-LM prediction drift versus Qwen3 modular recurrent-state reset." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both touch compiled generation, but one reports inconsistent outputs while the other is a specific static-cache sequence-length arithmetic bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer failures, but on different tokenizer families and tasks; no evidence they share the same underlying defect." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Completely different concerns: local cache path collision for trust_remote_code versus read-only permission propagation in save_pretrained." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation-map preprocessing are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different affected artifacts and symptoms: glm-4v loading failure versus tokenizer loading regression for a specific model." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API persistence issues, but they affect different config fields and model families." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "One is an image-processor label reduction bug; the other is a model attribute error during loading. No shared code path." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions and FP8 weight_scale loading are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency is too generic here; the T5 issue is a specific add_special_tokens name conflict, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Llava Next loading segfault are different model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors, different failures, no shared underlying defect." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are unrelated runtime bugs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy text and stale docs mentioning removed pipeline tasks are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen3-related, but one is video-input validation and the other is a weight_only load error; different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 model/config handling, but sliding-window behavior and text_config unwrapping are separate bugs." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "GGUF loading breakage and XLMRobertaTokenizer/Unigram initialization are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "DeepSpeed/accelerate weight conversion and PEFT ZeRO-3 checkpoint errors are distinct failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A compile/SDPA model bug and a tokenizer special-token registration bug do not share a code path." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "One reports non-persistent buffer initialization corruption in v5; the other is from_pretrained behavior inside Python classes. Too different." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 and GraniteSpeech PEFT local-checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "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:41720|issue:45704", + "issue:43381|issue:45704", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:44918|issue:44936", + "issue:46655|issue:46693", + "issue:43421|issue:43927" + ], + "prepared_review_unit_hash": "bbb6486b8935263a2e979aec54f652a1dc27ca890486c772892daf71b32e5d9a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "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 training, tokenization, vision, Qwen, and generation. None of the soft pairs describe the same concrete bug or change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated subsystems and model-specific bugs rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none is representative of the whole cluster, because the cluster is not a coherent duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different failures: path-with-slash import warning vs undefined video token counting symbols in multimodal processors." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/offload related, but one is Bark CPU offload device mismatch and the other is BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated trainer state metric bug vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention window size, but one is Qwen3-MoE sliding_window behavior and the other is TimesFM 2.5 AttributeError on window_size." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration bug is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API crash are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer special-token registration/decode behavior." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different areas: Trainer gather_for_metrics label truncation vs SAM3 text+box input behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5 configs, but one is from_config text_config unwrapping and the other is CPU-offload rotary embedding compatibility." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but for different models and different tokenizer/config failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation error is unrelated to static-cache seq_length tensor arithmetic under torch.compile." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal loading bugs: incorrect visual encoder key saving vs missing text encoder weights on load." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTST post_init policy and Qwen3.5 num_labels propagation are separate config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk data is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure for physical-intelligence/fast vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer construction bug, not the ScandiBERT loading failure itself." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification configs, but one is num_labels propagation and the other is zero-loss behavior with num_labels=1." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-processing bugs: SigLIP2 doc example errors vs OmDet-Turbo processor output-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device map CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval mode has no overlap with T5 RMSNorm memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "LoRA tie_word_embeddings warning and incorrect visual encoder key saving are separate Qwen3.5 issues." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "GraniteSpeech local PEFT loading and sinq quantization save/load breakage are different serialization paths." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but one is unpacking Qwen3.5 embeddings in TRL SFT and the other is evaluate() failing after train()." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig custom-token save/load loss are related only broadly, not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:42886", + "issue:43295", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44857", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45507", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47050" + ], + "soft_pairs": [ + "issue:43531|issue:45923", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:44514|issue:44545", + "issue:43526|issue:43881", + "issue:43994|issue:44671", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:44857|issue:47050", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45507|issue:46858", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43596|issue:44220", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:46829|issue:46832" + ], + "prepared_review_unit_hash": "dbc3689bd3fec9f07f6e722372850f27c083fcfa498cd7bc37b07f96c34e74d2", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37006, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the soft pairs share broad transformer/tokenizer/model themes but not the same concrete bug. I would not merge any of the proposed pairs; 43873 is the best anchor only because it is the broadest and most active issue in the group.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43873 is the most discussion-heavy and inbound-referenced item, and its quantization/offloading topic is broad enough to serve as the cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it has the highest activity and the widest cross-cutting impact among these mostly unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: GraniteSpeech PEFT local checkpoint loading vs generic offloading/quantization behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: image processor void segmentation maps vs an import error for GenerationMixin." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/tokenizer loading, but one is cache loading on HF_HUB_OFFLINE and the other is _patch_mistral_regex forcing model_info(); not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related to token handling, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token decode bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is documentation example errors and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "Same processor family and same crash shape, but the titles indicate separate reports; not enough evidence they are the exact same underlying defect." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failures: BeitImageProcessorFast reduce_labels vs glm-4v-9b loading failure." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are masked/image-model quality issues, but one is SigLIP2 inference behavior and the other is CamemBERT MLM predictions in v5." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Different generation/export paths: compiled chunked generation inconsistency vs CanineModel fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer cache correctness is unrelated to T5 decoder-input validation error messaging." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different families and symptoms: Qwen3VL weight_only load failure vs Qwen2.5-VL video position IDs being wrong." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch mistral-regex/tokenizer loading, but one crashes in _patch_mistral_regex and the other is a Kimi-K2.5 regression with codec handling; not the same concrete bug." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes: LwDetrImageLoss float16 AMP crash vs CanineModel ONNX attention dtype mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime special-token post-processing and the other is LayoutLMv2 NER/padding/truncation crashes." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "One is a tokenizer codec/regression bug; the other is list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example issues are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45507", + "right": "issue:46858", + "accept": false, + "reason": "Different model internals: GraniteMoEHybrid invalid method call vs cache.get_seq_length() returning a device tensor in prefill/static cache." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different domains: SigLIP2 documentation/inference issues vs CanineModel fp16 ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different mechanisms: BitNet packed-weight loading during accelerate vs DAC.from_latents missing STE mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression with images vs Kosmos2.5 OCR long-input index error; same broad area, different bug." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures: Bamba torch.compile with SDPA vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Both are runtime errors, but BertModel zero3 init index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenization bugs: AddedToken special-argument conflict vs sleng-bert loading failure." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both concern token handling/loading, but BigBirdTokenizer special-token registration is unrelated to BitNet packed-weight unpacking." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to CanineModel ONNX attention dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video-related Qwen models, but one is a video-processing ValueError in Qwen3OmniMoe and the other is chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "sliding_window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig missing fields." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different output plumbing: VideoPrism hidden_states being wrong vs RTDetr forward failing when feature levels exceed backbone outputs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:45381|issue:46693", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:45987|issue:46829", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44488|issue:47020", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44821|issue:45084", + "issue:45987|issue:46932", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44008|issue:46858", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:45584|issue:45834", + "issue:44991|issue:46291", + "issue:44561|issue:45020", + "issue:45183|issue:45479", + "issue:43606|issue:45072" + ], + "prepared_review_unit_hash": "04f49cdbbe022722188448a1b1417266d0986e83512a9b707d1e344904c145fb", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36371, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, generation, config, cache, and device/offload bugs. None of the soft edges look like the same underlying defect, so I would not merge any pair.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue: the items are thematically related to Transformers regressions, but they describe distinct bugs and code paths rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45020 is the broadest umbrella-style report in the set (recent v5/remote_code regressions) and is the best representative of the cluster, but it does not subsume the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different failures: Qwen2.5-VL video position IDs vs FA2 long-context performance regression; not the same bug or fix." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "One is a base_model_prefix loading regression, the other is inconsistent from_pretrained behavior inside Python classes; overlapping API surface but different defects." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and Trainer compute_loss kwargs are unrelated subsystems and bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank feature extraction and add-new-model-like tokenizer mapping are different code paths with different failures." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length return type is unrelated to VideoPrism hidden_states being populated incorrectly." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image classification with non-default resolution." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC.from_latents vs forward mismatch are distinct tokenizer/audio-model bugs." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Loading a specific tokenizer repository failing is not the same as XLMRobertaTokenizer passing the wrong vocab type to Unigram." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and DAC latent conversion mismatch involve different models and root causes." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE layer dropping are unrelated architecture/config bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing fields with trust_remote_code AutoConfig and strict config rejection for granite_speech are different loading issues." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are separate failures with no shared code path." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline hub call issue and the other is a backend_tokenizer attribute error; not the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc-example errors and Kosmos2.5 long OCR index errors are separate model/documentation problems." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/NER crash is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision in forward and StaticCache seq-length/device-tensor behavior are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output drift across versions and CamemBERT MLM prediction regression are separate model-specific behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Gemma3n audio mask attribute error involve different multimodal pipelines." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer load failure for one model repo and a Unigram vocab type mismatch in XLMRobertaTokenizer are unrelated tokenizer bugs." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and Kosmos2.5 OCR long-input index errors do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "A specific tokenizer load regression and a kernels metadata requirement failure in pipelines are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both are v5/remote_code-adjacent, but one is about is_torch_fx_available removal and the other is a broader remote_code regression report; different concrete issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR messaging and single-label-classification zero-loss behavior are distinct model-forward/training bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small and bfloat16 dtype mismatch for SwitchTransformers/TimmWrapperModel are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45563", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43322|issue:45685", + "issue:43644|issue:43749", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:44805|issue:44936", + "issue:43782|issue:44977", + "issue:45563|issue:47276", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:43825|issue:43994", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:43262|issue:47217" + ], + "prepared_review_unit_hash": "3509e51d6bcbb8b831cf41e91f1b45eaabeabcca9be890479fee45ebef16d7cb", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports grouped by loose semantic similarity. I only accept one likely duplicate pair: the tokenizer spacing/additional-token bug. The rest overlap at the subsystem level (tokenization, video, loading, dtype, warnings) but describe different concrete failures.", + "confidence": 0.83, + "canonical_issue_reason": "issue:28218 is the clearest, most specific report of the tokenizer added-token spacing bug, and issue:29159 likely describes the same slow-vs-fast tokenizer inconsistency.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best representative because it states the concrete symptom directly and predates the broader inconsistency report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenization/processor behavior, but one is about runtime post-processor updates for special tokens and the other about batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and different failure modes: dtype propagation in BLIP2 vs missing temporal attention/shared weights in Video-LLaVA." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to an MPS histogram/int-type error in moe code." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is junk-filled non-persistent buffers and the other is broken FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.compile with SDPA in Bamba vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but Qwen video-input regressions are not the same as Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/label shape mismatch in gather_for_metrics is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both concern warnings, but they are different warnings in different generation flows and not the same underlying bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template feature/token mismatch is unrelated to T5 decoder input validation messaging." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline removal/error-message issue; the other is a model output quality issue with AutoModel/pipeline." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to the same tokenizer added-token spacing/slow-vs-fast inconsistency symptom." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both mention shape/loading problems in Qwen VL models, but one is a weight-shape mismatch at load time and the other is a TP plan/linear_attn omission." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Gathering metrics/last-batch label truncation is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision causing AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different model families and different mechanics." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading broken is not the same as unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization failure and from_pretrained inside Python classes are related to initialization, but not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss num_items_in_batch are unrelated issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a generic tokenizer-version change report." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation packaging and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect runtime message, the other is stale documentation; same area, but not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and VL image-placeholder handling are different modalities and different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it accepts only the tokenizer spacing/slow-vs-fast pair, which is plausibly the same bug, and treats the rest as subsystem-level similarity without overclaiming duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:46697|issue:46728", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:42490|issue:43257", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "36bb20bd9ee55af4634a8bba26660895592154b21a431602252fb2a6306d1090", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36271, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster; it\u2019s a loose bundle of unrelated Transformers issues spanning loading, tokenization, multimodal processors, training, quantization, and packaging. None of the soft pairs are safe to merge as the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: the items describe many different bugs and regressions across unrelated code paths, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; any single issue would misrepresent the rest of the cluster. The topics are too heterogeneous to collapse into one representative report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unsafe sys.modules access versus a CLIP wrapper structure change." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot allocation and the other is dtype casting for quantized embedders; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token decode issue versus MXFP4 quantization fallback; unrelated symptoms and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific model load KeyError is not the same as broad remote_code breakage." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL rope index scaling are different model families and failures." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug versus DAC latent/forward mismatch are different subsystems." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image sizing, but they hit different processors with different padding/counting logic." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4/mistral_common import failure is unrelated to continue_final_message behavior." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and Jupyter custom-model initialization break are separate issues." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to quantization fallback on model loading." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling is unrelated to PIL backend torchvision dependency requirements." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE weight conversion with accelerate/deepspeed and undefined video-token variables are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 Bert index error and trainer.evaluate after train are different training/evaluation failures." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output divergence." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "GGUF loading breakage and tokenizer loading failure for a specific model are not the same root cause." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of another issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Pip extra backend packaging and kernels version/revision import requirements are different dependency issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but one is a mistral regex patch crash and the other is Gemma4 processor state missing _tokenizer." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig custom token ID loss are separate audio/model-config bugs." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Tied-weights warning regression in Qwen3-Next is not the same as LoRA finetuning warnings for Qwen3.5-27B." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-branch bug and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max-length issue are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning and Qwen3-MoE weight conversion are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different models and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45200", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43526|issue:44554", + "issue:43643|issue:45759", + "issue:45859|issue:47050", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43257|issue:43696", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:44912|issue:47145", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:43525|issue:46291", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:28282|issue:29870", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:28282|issue:34689", + "issue:45859|issue:47254" + ], + "prepared_review_unit_hash": "f7de7c75518eaa90fc2fa1ab727b5460589e164aa39ddc1e6cf24e38f1f6f59e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36554, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of unrelated bug reports spanning tokenizers, multimodal/video, quantization, and loading paths. The only plausible duplicate-like pair is the Qwen video-input regression cluster around `_get_num_multimodal_tokens`.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43329 is the clearest root-cause-oriented report: it names the specific helper, the undefined variables, and the affected video branch. It is the best anchor for the one likely duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the most concrete and actionable issue in this set, with a specific code path and likely direct fix location.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different features and failure modes: PEFT/local checkpoint loading vs Whisper batch decoding token handling." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated bugs in different subsystems: Beit image label reduction vs MPS attention correctness." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but they are different code paths and bugs: missing fields from AutoConfig vs not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different model/runtime issues: CPU offload compatibility in Qwen rotary embeddings vs fp16 ONNX export dtype mismatch in Canine." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and layers: SigLIP2 probability output issue vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Unrelated: Gemma 4 multimodal token defaults vs PEFT + DeepSpeed ZeRO-3 checkpointing failure." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are not the same underlying bug as MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same video-input regression in the Qwen/VLM multimodal token path; 43329 names the likely root cause in `_get_num_multimodal_tokens`, while 44479 reports the broader regression across affected Qwen VL variants." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading/quantization failures: FineGrainedFP8Config on Qwen3Moe vs key error on MobileLLM-125M." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a token-counting helper bug and the other is a batched video processor shape issue; different underlying problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-family loading, but one is about accelerate/deepspeed conversion and the other is a Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different failure domains: weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling is unrelated to PIL backend image processor torchvision requirements." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency and TrainerState token accounting are unrelated." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading issues, but they concern different formats and bugs: MXFP4 bf16 fallback vs missing weight_scale on frozen FP8 checkpoints." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different OOM-related reports in different contexts: int4 reserved-memory regression vs Sam3Video memory exhaustion." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error masking, but they are separate implementations and separate bugs in different tokenizer/batch-feature code paths." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels dependency metadata breaking transformers.pipelines import." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles do not indicate the same bug; one is a vague data request, the other is a reproduction of a separate issue." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both concern cache behavior, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch and Bart generate decoder_attention_mask unbound variable are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels package requirements during pipelines import." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different failures: Qwen3OmniMoe video ValueError vs DiffusionGemma pipeline breakage." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError and Llama 3.2 Vision model loading breakage are separate problems." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU offload rotary embedding incompatibility is unrelated to PEFT + ZeRO-3 checkpointing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:43329 with issue:44479, is plausibly the same Qwen video-regression cluster based on the titles alone, and the rest are appropriately rejected as distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45538", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47020", + "issue:47254" + ], + "soft_pairs": [ + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:45081|issue:47020", + "issue:43454|issue:43577", + "issue:45137|issue:45405", + "issue:39379|issue:44554", + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:28282|issue:29127", + "issue:44936|issue:46821", + "issue:43742|issue:44291", + "issue:44857|issue:46832", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:45538|issue:46869", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:42915|issue:43749", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44291|issue:44821", + "issue:43540|issue:44560", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "24da52f62080bcdcf494fef189d7a2751c9804aaaadb6ffea045212dd7c08209", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35563, + "estimated_input_tokens": 8891, + "estimated_eval_tokens": 18038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the high-similarity pairs are mostly superficial overlaps in model-loading, tokenizer, dtype, or memory-related wording rather than the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: BOS/EOS insertion vs Kimi-K2.5 codec / fix_mistral_regex handling." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is FSDP CPU RAM efficient loading and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated failures: Mac bus error with a CLIP model vs TrainerState token counter not updating." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission is not the same bug as a missing model class import." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer code paths: Mistral regex patch crash vs XLMRoberta Unigram constructor type mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific bugs: tied lm_head weights vs Blip2 dtype propagation." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO-3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different correctness issues in different attention/multimodal paths." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in model init and the other is LoRA merge corruption with extended vocab." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output regression is separate from incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch and a clearer error message for layoutlmv3 boxes are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer lifecycle failure and TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error is not the same as init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Different RT-DETR failures: AMP loss crash vs forward-path feature-level mismatch." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to PEFT + DeepSpeed checkpointing." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument collision is a different tokenizer bug than a generic tokenizer load failure." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error and slow/fast tokenizer inconsistency do not share a concrete code path." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIP max_length constant bug is unrelated to YOLO auto device-map failure." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a missing-PyTorch ImportError are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failure and Apple Silicon allocator warmup TypeError are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map cuda assert on A800 is not the same as Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing tensorflow backend in torch install is unrelated to a specific model not loading." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen video issues, but they affect different models and fail in different parts of the pipeline." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Blip2 dtype propagation and from_config leaving config.dtype stale are related only loosely, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:47276" + ], + "soft_pairs": [ + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:46463|issue:47276", + "issue:43756|issue:45325", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:44568|issue:46491", + "issue:43906|issue:46693", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "fe5f5150cadaf892ced0d73f4601f40724d040906e7537a3e19f5f060a44b4cf", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35752, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs should be merged here; the soft edges mostly connect issues from different bugs, models, or code paths. The set is a mixed bag of unrelated regressions rather than a single duplicate cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: these items do not form one duplicate cluster, and the soft-linked issues span unrelated failures across training, tokenization, multimodal loading, and quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of the issues is a clear umbrella representative for the rest, so a canonical keep/merge target is not applicable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: one is a model-loading failure for physical-intelligence/fast, the other is a revision-argument forwarding issue in list_repo_files." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and symptoms: Qwen3OmniMoe ValueError vs a broader v5.3.0 regression across several Qwen VL models." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video-input area, but one is a broad regression across multiple models while the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and a custom compute_loss signature error are separate training API bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizers.AddedToken special-argument collision is unrelated to the Mistral tokenizer regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and a tokenization change across transformers versions are distinct regressions." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: Siglip2 zero probabilities vs Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus generate-images test failure and Phi-4 multimodal loading failure are not the same code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both concern tokenization, but one is missing BOS/EOS insertion for mdeberta-v3 and the other is LlamaTokenizer overriding ByteLevel pre-tokenization for DeepSeek models." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading KeyError and missing Float8 storage type are unrelated loader/runtime errors." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is a different issue from Smollm3 dropping RoPE layers." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated subsystems." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3.5 kernel registration failure are different bugs." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Incorrect T5 decoder-input validation messaging and a misleading synced_gpus warning are different text/UX issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is Smollm3 architecture loss and the other is Qwen2.5-VL temporal position scaling for still images." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU-side arange device placement bug and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto_mappings config references are separate maintenance regressions." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and DiffusionGemma pipeline failure are different multimodal bugs." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 PLE device mismatch with device_map=\"auto\" is unrelated to the T5 decoder-input validation issue." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Special-token insertion regression and CodeLlama leading-space round-trip loss are different tokenizer behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same as the FA2 long-context performance regression." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight shape RuntimeError and BART generate() UnboundLocalError are separate training/generation bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype staying float32 and SwitchTransformers/TimmWrapper bfloat16 mismatches are distinct dtype issues." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both touch quantization, but one is a torch.finfo uint8 TypeError in Gemma4 audio modules while the other is an lm_head exclusion regression in 4-bit inference." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are unrelated config-handling bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file breaking from_pretrained loading and sleng-bert loading failure are similar only at a high level; the titles point to different loader paths and concrete failures." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and FA2 long-context performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47000" + ], + "soft_pairs": [ + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:44913|issue:46121", + "issue:43697|issue:46829", + "issue:46463|issue:46899", + "issue:43526|issue:45479", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44361|issue:44442", + "issue:43643|issue:45375", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:43452|issue:44843", + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:43994|issue:44898", + "issue:43819|issue:44811", + "issue:44857|issue:47000" + ], + "prepared_review_unit_hash": "4db876adae5284e973f75df11c8d2f7acc8059106eb17ebf3a0a4a5a3853a1e9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35097, + "estimated_input_tokens": 8775, + "estimated_eval_tokens": 17806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the items span unrelated tokenizer, model-loading, training, quantization, and architecture-specific bugs. The only plausible duplicate overlap is the v5 tied-weights/save_pretrained regression between issues 44466 and 45005; the rest do not look like the same underlying defect.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45005 is the broadest and most representative tied-weights regression in the set, and it plausibly subsumes 44466\u2019s device-dependent lm_head.weight serialization symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 is the strongest cluster representative because it describes the wider tied-weights regression family rather than a narrower symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Different failure modes and code paths: missing PyTorch import vs Trainer GPU broadcast type handling." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Both are example/repro-style issues, but they concern different models and different bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config plumbing, but one is reload-default regression while the other is a type error in rope-parameter conversion." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different outputs bugs; no clear shared concrete code path." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation message bug is unrelated to Gemma4 multimodal 4-bit dtype casting." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is an image-processor label reduction bug, the other is a classification-loss degeneracy bug." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed/sharding problems in different model families; too broad to be the same bug." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU tensor allocation and flash_attention sinkless-model crash are unrelated code paths." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen/RTDetr regression vs save_pretrained checkpoint corruption; no shared concrete fix path." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights regression in v5, centered on incorrect save/serialization behavior and plausibly fixable in one patch." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load-time index error and trainer.evaluate() after train() are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight loading for BitNet is unrelated to Perceiver interpolation failures." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are v5 regressions, but one is Qwen3.5 visual-encoder save_pretrained keys while the other is tokenizer ID generation across several models." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but they are distinct loading/attribute failures for different tokenizer classes." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "One is missing fields in AutoConfig with trust_remote_code, the other is strict-dropping a Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Special-token decode behavior in BigBirdTokenizer is not the same as MLukeTokenizer task attribute failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/training mechanics, but the auxiliary-loss normalization bug is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities and processor.tokenizer/image-handling regression are different model bugs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF loading breakage and offline model_info calls in the Mistral regex patch are separate AutoTokenizer issues." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error on CLIP are different classes of failure." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are model-inference regressions, but Siglip2 nonsensical outputs and Perceiver interpolation failure are not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents mismatch and Whisper batch_decode skip_special_tokens handling are distinct output/decoding issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RTDetr loss failures: AMP/CUDA crash vs infeasible cost matrix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and the only accepted overlap, 44466/45005, is plausibly the same tied-weights/save_pretrained regression family. The other soft-pair rejections are appropriately cautious given the packet titles and available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:43761|issue:46829", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:43688|issue:45704", + "issue:43653|issue:44568", + "issue:43688|issue:45701", + "issue:46832|issue:46932", + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:42898|issue:46491", + "issue:43452|issue:43577", + "issue:43761|issue:47013", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:44484|issue:44704", + "issue:44977|issue:46693", + "issue:43688|issue:45440", + "issue:33666|issue:36331" + ], + "prepared_review_unit_hash": "97f403e34d58b0bb8352438e343a859e288463af0738ca505fba5c235286adff", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35819, + "estimated_input_tokens": 8955, + "estimated_eval_tokens": 18166 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports across different models, loaders, tokenizers, and training paths. I don\u2019t see any pair that is clearly the same underlying bug/change, so all soft edges should stay split.", + "confidence": 0.88, + "canonical_issue_reason": "No single duplicate theme spans the cluster; if one issue must be used as the representative, issue #43749 is the strongest candidate because it is high-signal, well-discussed, and describes a concrete regression with broader impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43749 is the best representative issue among these because it has the clearest regression framing, the most discussion/inbound attention, and is actionable without depending on a specific niche model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failures: Gemma 4 processor import/dependency issue vs Windows ROCm torch.distributed import/type error." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Unrelated models and bugs: missing pad_token_id on Llama4Config vs DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but the concrete bugs differ: CLIP vision hidden_states regression vs VideoPrism misreporting last_hidden_state as hidden_states." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec/regex handling." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend/import handling, but they are distinct optional-dependency errors with different offending backends and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: auxiliary-loss normalization bug vs T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token/tokenization issues, but they affect different tokenizers and different semantics (mask token registration vs BOS/EOS insertion)." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Not the same bug: auxiliary-loss normalization versus a broad version-dependent tokenization change." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Completely different code paths: RT-DETR feature-level mismatch vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: Smollm3 RoPE-layer loading bug vs Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading/regression issues, but one is custom model initialization and the other is FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenizer/config serialization, but one is special-token registration and the other is DiaConfig token ID persistence." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different domains: AutoImageProcessor loading from URL vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the root causes differ: offline model_info lookup vs a model-specific tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but one is chunked generation with compiled forward and the other is recurrent-state reset when seq_len>1." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated: video input regression for Qwen models vs num_labels propagation between configs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different issues entirely: Qwen2-VL multi-GPU training vs GenerationMixin import failure." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenization regressions, but one is cleanup-space behavior in v5 and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different bug classes: gguf loading breakage vs Blip2 dtype remaining float32 on load." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Different models and mechanics: CLIPVision hidden_states regression vs xLSTM return_last_states unpacking crash." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training/multi-GPU, but one is Trainer GPU broadcast on NoneType and the other is Qwen2-VL multi-GPU training setup." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load or serialization, but one is tied lm_head.weight serialization and the other is sinq quantization persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures: compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation malfunction." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Different root causes: auto device mapping cudaErrorAssert on A800 vs chunked generation inconsistency with compiled forward." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "No shared bug: max_shard_size default question vs AutoProcessor kwargs not forwarded to cached_file." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/generation, but one is a correctness bug for Qwen3.5 and the other is a performance regression after 5.2.0." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model behaviors: auxiliary-loss normalization bug vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer-level problems: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:44734|issue:46612", + "issue:44625|issue:47276", + "issue:43504|issue:43720", + "issue:45405|issue:47254", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43577|issue:44554", + "issue:43525|issue:43572", + "issue:43504|issue:44610", + "issue:43611|issue:46846", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:43643|issue:44561", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "8493024fa25d64fe4d0e8f771e1c907bce051d6980664f574b0e8758c1c55102", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36502, + "estimated_input_tokens": 9126, + "estimated_eval_tokens": 18508 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated tokenizer, config, loading, generation, and documentation issues. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "issue:28218 is the cleanest, most self-contained bug report: a concrete tokenizer regression with a clear expected-vs-actual behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the strongest standalone anchor in this set because it is narrow, reproducible, and not entangled with model-specific edge cases.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: legacy-field model loading failure vs torch.compile/SDPA runtime failure." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different code paths: dtype mismatch during eval vs auxiliary-loss normalization." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both generation-related, but one is KV-cache continuation indexing and the other is beam-search reorder skipping for specific model families." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Unrelated: num_labels propagation bug vs a misleading synced_gpus warning message." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both loading issues, but one is a legacy config field preset failure and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "Different concerns: dependency version bump vs PEFT + DeepSpeed checkpointing error." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different failures: weight_only loading error vs long-context FA2 performance regression." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: accelerate packed-weight handling vs DiaConfig token ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different symptoms and subsystems: CPU offload device mismatch vs config token ID loss." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different issues: dtype not honoring fp16/bf16 on Blip2 vs MPS attention correctness." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape of failure, but different models and missing fields; not the same concrete bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated: legacy field loading failure vs processor/model image-size mismatch." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different mechanisms: base_model_prefix loading regression vs tensor-parallel plan omission." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: weight unpacking during load vs tokenizer AttributeError on tasks." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different issues: model loading regression vs unreleased PEFT dependency bump." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both chat-template crashes, but the edge cases differ: batched padding=False input vs assistant tool-call messages with no content." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Different trust_remote_code breakages with different root causes: missing returned fields vs removed torch.fx helper." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Completely different bugs: tokenizer spacing regression vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different areas: SigLIP2 implementation discrepancy vs pipeline task-support messaging in v5." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but in different components and scenarios; not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: MPS attention correctness vs Trainer import being shadowed by datasets." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different failures: device mismatch under device_map='auto' vs broken quantized save/load round-trip." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: nonsensical SigLIP2 outputs vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Related to processors/tokenizers, but one is a docs example with model/processor mismatch and quantization failure; the other is a custom-code API regression." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: tokenizer BPE marker handling vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training issues: embedding dtype drift vs gradient blow-up with ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different code paths: custom model initialization regression vs inconsistent lm_head.weight serialization." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: evaluation dtype change vs resume_from_checkpoint key mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47145" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:46209|issue:46710", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:44849|issue:46209", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43334|issue:43572", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:44849|issue:45357", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:44849|issue:47145", + "issue:43873|issue:46050", + "issue:46399|issue:46846", + "issue:29159|issue:32090", + "issue:43937|issue:46701" + ], + "prepared_review_unit_hash": "d8c320bb8293ee86d02092f662a7d4395979e38ea82182921060a5fc1c712573", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly share broad themes like tokenizers, multimodal models, or loading regressions, but they describe different concrete failures and should not be merged as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45812 is the strongest standalone report here: it describes a broad, silent tokenizer regression with clear impact across Granite models and a detailed reproduction path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best issue to keep as the cluster anchor because it is specific, reproducible, and has broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but one is a mdeberta special-tokens regression while the other is a DeepSeek-Coder tokenizer output bug tied to a different fix gap." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: FP8 inference failure on B200 versus an accuracy regression after a Transformers upgrade." + }, 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+ "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on a CLIP model is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config-compatibility issue from the _is_hf_initialized argument error." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id field and the other is incorrect text_config unwrapping." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing Qwen2_5_VL is unrelated to a Float8 storage lookup failure." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "A hidden-states bug in Qwen3.5 is not the same as an FP8 inference failure." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size attribute errors and RT-DETR feature-level mismatches are different code paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "A missing Float8 storage object is unrelated to the flash_attn import key error on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field handling in Beit loading is unrelated to the bark-small CPU offload device mismatch." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as the CLIP text model structure divergence." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device mismatch bug is not the same as a stale CI test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches are unrelated to RT-DETR's backbone/output feature-level mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different failure from empty transcription after align_special_tokens." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs and widespread unexpected position-id keys do not share the same concrete bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient instability under ZeRO-3 is unrelated to loading Phi-4 multimodal with the latest Transformers." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Hidden-states output bug and FP8 checkpoint weight_scale omission are different correctness issues." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offload behavior and sinq save/load breakage are different problems." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing a registration decorator for a Qwen3.5 kernel is not the same as an incomplete TP plan causing OOM/shape errors." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "An invalid GenerationConfig for GLM-5 is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:28218|issue:34567", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44869|issue:46752", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:47013|issue:47254", + "issue:44554|issue:45446", + "issue:41720|issue:46710", + "issue:29942|issue:30333", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:44423|issue:44734", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192" + ], + "prepared_review_unit_hash": "6959f51483a698459f8b91e29510029ad3f09e328226c3e35b7189c34b8903a4", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35794, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer bug reports with only superficial keyword overlap (flash attention, checkpointing, multimodal, Gemma/Qwen). I do not see any soft edge that looks like the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43295 is the broadest user-facing regression in the set, centered on multimodal processor/tokenizer API breakage; the rest of the items are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the least specific and most representative of the small processor/tokenizer regression theme, even though the overall set is not a real duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and trainer token-count tracking are unrelated bugs." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode restriction; different failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but CUDA OOM and device-map mismatch are different code-path problems." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compilation error and Python 3.13 flash_attn import lookup are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaults and multi-GPU OOM are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention s_aux handling and sinq save/load corruption are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and CUDA OOM are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper word-timestamp decode crash and empty-chat-template IndexError are different code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability output are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 JAX-vs-HF discrepancy and checkpoint key mismatch are separate bugs." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM train-mode unpacking bug and PEFT/ZeRO-3 checkpoint error are not the same problem." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and an import version-check bug in flex_attention are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and DeepSeek accuracy regression are different issues." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and sam3-litetext memory overflow are different defects." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import error and meta-device model-loading breakage are distinct problems." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve continuous-batching multimodal crash and KV-cache continuation indexing are different serve bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression and batched video-shape bug are only broadly related to multimodal inputs, not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and accuracy regression after upgrade are different failure modes." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch bugs and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention null-aux crash and composite-config text_config unwrapping are separate code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope validation list handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-processing ValueError and missing mm_token_type_ids defaults are different issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/batched padding and return_tensors being ignored are separate tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:44466|issue:45127", + "issue:43262|issue:43450", + "issue:43824|issue:43975", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:43950|issue:46285", + "issue:43526|issue:46192", + "issue:45200|issue:46899" + ], + "prepared_review_unit_hash": "e3de9dcbdff0dfff768e2b1826444be1ed83a0800222f8422db02e3825e6e03c", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35944, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate-like pair is the two load-time `pad_token_id` config regressions, which look like the same underlying missing-config-attribute problem across different models.", + "confidence": 0.68, + "canonical_issue_reason": "`issue:43334` is the clearest representative of the shared `pad_token_id` load-time regression: it names the exact AttributeError, the affected config class, and the user-visible failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43334` is the strongest standalone issue here: concrete repro, specific exception, and it generalizes well to the related `pad_token_id` config failure in `issue:43525`.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal processor/model mismatches, but they describe different failures and code paths: tokenizer passthrough with images vs wrong image input size." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "One is a batched video-processor shape bug; the other is an OOM while loading a large model with tensor parallelism. Different subsystems and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "`device_map=\"auto\"` forward-device mismatch is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile + SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth during DeepSpeed training." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` in one config after 5.0 update is not the same as a load failure for a specific model package." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are different import errors for different symbols and model families; no shared underlying code-path is evident." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "A BART generate() `decoder_attention_mask` bug is not the same as Flash Attention 2 test failures." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "One is a missing `flash_attn` key on Python 3.13; the other is an invalid backend name in the backend mapping. Different error sources." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "`mm_token_type_ids` defaulting to zeros is a processor input-default bug, not the same as a device-placement mismatch during forward." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom-model processor/tokenizer regression is unrelated to SigLIP2 JAX/HF parity issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation example errors for SigLIP2 do not match the tensor-return behavior regression." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is incorrect assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages. Different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 failure for Qwen3MoE is unrelated to the Qwen2.5-VL import error." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and output embedding reinitialization on resize are distinct tokenizer/model-init bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong `vision_position_ids` for Qwen2.5-VL video input is unrelated to B200/SM100 FP8 inference failure." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR double-shift training-loss bug are completely different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as Qwen3 MoE memory inefficiency during training." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is inconsistent serialization by device and the other is LoRA merge collapse with extended vocab. Not the same fix." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shape output." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a Qwen2.5-VL class and incorrect DeepSeek detokenization are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and GraniteSpeech stale CI test are not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "`gguf_file` loading breakage is unrelated to stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading failure and Wav2Vec2 save/tokenization failure are different model-specific tokenizer bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same load-time `AttributeError` on missing `pad_token_id` in config objects; this looks like one underlying config-interface regression across model families." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on `from_pretrained()` and CLIP text-model structure inconsistency are unrelated regressions." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "`reduce_labels` in BeitImageProcessorFast and `return_tensors` being ignored are different processor behaviors." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Defaulting multimodal token-type IDs to zeros is not the same as unsafe dtype casting in Gemma4 multimodal embedders under 4-bit quantization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The only accepted pair is supported by the shared `pad_token_id` load-time AttributeError pattern, and the rest of the rejections avoid overclaiming duplicate status for clearly different bugs/subsystems." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:44995", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:45200|issue:46932", + "issue:44898|issue:45412", + "issue:43335|issue:43550", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:44206|issue:45584", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:44995|issue:46858", + "issue:43611|issue:44466", + "issue:46424|issue:46858", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:45520|issue:46170", + "issue:43335|issue:44112", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "4ec1f59f93da5fbaaad52cf222cb64546bbd72cfe6c914c05f6c5292288b74d1", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37943, + "estimated_input_tokens": 9486, + "estimated_eval_tokens": 19228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it contains many unrelated issues across model loading, cache handling, docs, audio/vision, and hardware-specific regressions. I would not merge any of the soft edges.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43335 is the clearest self-contained bug report with a specific, fixable code-path failure; if a representative issue is needed, it is the strongest candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different failures in different areas: Janus image generation test vs stale paged-generate warning." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both touch Gemma 4, but one is missing mm_token_type_ids defaults while the other is a quantized embedder dtype-casting bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated bugs: Perceiver resize/interpolation failure vs RT-DETR memory release after deletion." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and code paths: SwitchTransformers sparse-layer config vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: DAC latent reconstruction mismatch vs GraniteSpeech CI test stale device override." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both multimodal, but one is a missing default input field and the other is a RoPE temporal \u0564\u056b\u0580ection scaling bug." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures: Qwen3 auto device mapping assert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different concrete defects: processor image size mismatch vs mixed-precision loss crash." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import-utility compatibility issues, but they concern different missing helpers and different breakages." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but they are about different pages and different deprecated pipeline arguments." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: DAC forward/latent mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific training/inference bugs: AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying bug: CPU offload device mismatch vs qwen3_omni_moe feature-length helper semantics." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different problems: sparse layer creation in SwitchTransformers vs tokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention compatibility, but one is a specific missing flash-attention symbol and the other is a general Torch version incompatibility." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported feature extractor arg vs Whisper empty transcription failure after token alignment." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reducing labels incorrectly." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Completely different issues: stale config dtype vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both are model-structure regressions, but one is text_config unwrapping and the other is CLIP text-model structure inconsistency." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated model behavior bug vs memory-management bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failure classes: missing PyTorch dependency import error vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different regressions: Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different concrete defects in different models: sparse layer config bug vs legacy-field loading failure in BeitForSemanticSegmentation." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Cache-related but not the same bug: GlmMoeDsa stale indexer cache vs static-cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is loading via base_model_prefix and the other is device-dependent serialization of lm_head.weight." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but one is max_cache_length behavior and the other is device-tensor seq-length arithmetic." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: Python 3.13 torch.jit parse error vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile failure in Bamba vs GraniteSpeech stale CI test." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different bug surfaces; no shared underlying defect." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different dependency issues on different platforms: flash_attn lookup on Python 3.13 vs Windows ROCm torch.distributed import/type failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No shared bug: SwitchTransformers sparse-layer config vs GraniteSpeech CI stale device override." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers config creation vs D-FINE loss behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:42490|issue:43854", + "issue:44514|issue:44521", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:46431|issue:46566", + "issue:45310|issue:45478", + "issue:44206|issue:45823", + "issue:44448|issue:44779", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:45127|issue:45245", + "issue:26413|issue:31501", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "1a29a390e3528952c60e47407a9f0a24c5a7b329f76af98273ae634077553950", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35579, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports from different subsystems and should not be clustered as duplicates. The only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (issues 45310 and 45478).", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is an exact duplicate of 45478: same title, same model, and the same from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative for the cluster only because it participates in the one obvious duplicate pair; otherwise the set is too heterogeneous to have a meaningful single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both mention model behavior differences, but they are different bugs in different code paths/models: Pegasus output drift vs Qwen3.5 MoE recurrent-state reset." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on tool-call messages with no content while the other is about continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different failures: Llama 3.2 Vision loading regression versus output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A local-path import warning and a GLM model-loading unit test failure are not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but different concrete bugs: batched padding=False crash versus assistant mask generation returning zeros." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems and symptoms: flash_attention sink-less s_aux handling versus Qwen3.5 rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline error message about translation-task support." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch with CPU offload for Bark is unrelated to an AMP float16 crash in LwDetrImageLoss." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch is not the same underlying issue as unexpected position-id keys." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs issues and BeitImageProcessorFast reduce_labels behavior are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example failures are unrelated to position-id key warnings across many models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template support and DiffusionGemma meta-device loading are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, and clearly the same regression." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version-related model regressions, but they affect different models and different underlying behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and GraniteSpeech stale device-override CI failure are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is not the same as qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to category-count overflow." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The checkpoint-resume epoch_iterator failure is not the same as a FineWeb training startup issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Path-slash import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and MacOS CLIP bus error do not describe the same bug." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they involve different models, setups, and failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to unexpected position-id keys across many models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly duplicate pair (45310/45478, same title and same Qwen3.5 MoE from_pretrained regression) and treats the rest as unrelated or at least not clearly duplicative. The soft-edge rejections are appropriately cautious and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:10000|issue:15354", + "issue:44464|issue:46424", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:37428|issue:42175", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:43257|issue:43299", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:44360|issue:44561", + "issue:32090|issue:33290", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:45920|issue:46192", + "issue:44977|issue:45229", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:25251|issue:32090", + "issue:29127|issue:34567", + "issue:44448|issue:44466", + "issue:43976|issue:45440" + ], + "prepared_review_unit_hash": "24e947fe6b115732c108f850545b990be19a7a1f7036368a2c2066f8027b54ca", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "The cluster is heterogeneous: every soft pair spans different bugs, models, or code paths, so none is a safe duplicate merge. No single issue or PR stands out as a true canonical for the set.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items cover unrelated failures across loading, generation, multimodal preprocessing, training, packaging, and messaging; the soft-similarity links are not strong enough to imply one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best representative because the cluster is too mixed to be summarized by one bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different targets: D-FINE auxiliary-loss behavior vs RTDetrLoss infeasible cost-matrix crash." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 support for XLM-R vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same bug as token-embedding reinit after resize." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and Trainer broadcast NoneType error are different code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is distinct from cache max-length handling for quantized cache." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention util import error and missing TensorFlow extra are separate packaging/import issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generate-time decoder mask bug does not match an Adafactor/DeepSpeed OOM issue." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed conversion and the other is a v5 loader regression for Qwen3VL; not one concrete fix." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and SmolVLM video padding bug are different preprocessing failures." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import/parsing problem is unrelated to a missing decorator registration in Qwen3.5 kernels." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer missing ReLU and removal of is_torch_fx_available affect different subsystems and fixes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of NoneType is not the same as an OOM caused by Adafactor in DeepSpeed." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs in config and the other resolves the wrong custom module after save_pretrained; distinct defects." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are unrelated processor issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression producing wrong IDs is not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading warning message are not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to offloading not working with quantization." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are separate memory-management issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and checkpoint resume key mismatch are different features." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "eos_token_id config mismatch is unrelated to flash-attention generation failure." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Trainer broadcast NoneType error do not share a code path." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and num_input_tokens_seen not updating are different Trainer/model issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is lm_head.weight serialization; not the same bug or fix." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46693", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:46421|issue:46858", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:44561|issue:44779", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:44977|issue:45563", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:29870|issue:34689", + "issue:29942|issue:30064", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45491|issue:46693", + "issue:29127|issue:35141", + "issue:43412|issue:45588" + ], + "prepared_review_unit_hash": "574864c5b74af569aa4774c5afd097a04bae700ce7e1a1b6f61e01038d1d09e9", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36468, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues with only superficial subsystem overlap. The soft pairs share broad themes like tokenizers, cache, generation, or vision models, but they describe different concrete failures and would not be merged as duplicates. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46693 is the most broadly scoped and clearly articulated standalone regression report in the set, with strong impact and discussion activity; it is the best representative issue even though the rest are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the clearest reproduction-oriented bug description and widest practical impact among the listed issues, making it the most suitable canonical issue candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both involve vision/CLIP-adjacent workflows, but one is a MacOS bus error and the other is a SigLIP2 doc-example mismatch/quantization failure; different bugs and fixes." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one reports lazy cache initialization causing recompilation while the other is a device-tensor seq_length arithmetic bug in static cache; not the same failure path." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is a dtype change during evaluation, the other is a tensor-parallel OOM during model load; unrelated symptoms and code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: MLuke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save/tokenization issues are distinct code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One breaks trust_remote_code models after removing a helper API; the other is a DeepSeek tokenizer regression. No shared concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are large-model inference problems, but one is a cudaErrorAssert with auto device mapping and the other is a multi-GPU OOM; not mergeable as one fix." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling crash vs Gemma4 PLE device mismatch; different subsystems and remediation." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-parameter JSON list TypeError affect different loaders and validation code." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "One is a Wav2Vec2 save/tokenization failure; the other is a bare-except bug in Fuyu tensor conversion. Different underlying issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 sliding-window NaN embeddings are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated test/vision issues." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and a misleading synced_gpus warning are different concerns; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LASR feature extractor center-arg regression and Qwen video-input regression are different failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode bug vs AutoTokenizer loading FastSpeech2ConformerTokenizer; no shared code path." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence from remote are both model-architecture issues, but not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-related bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability via torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on loading Qwen2-57B with tensor parallelism is not the same issue as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-info error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning and gradient-checkpointing-in-eval-mode are different behaviors." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 nonsensical AutoModel/pipeline output are distinct model issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 mixed-length NaNs from sliding-window attention are different from a FA2 long-context performance regression." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and embedding reinitialization after resize are unrelated bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv support issue is unrelated to flash_attention sink handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:45245|issue:45563", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45440|issue:45593", + "issue:45459|issue:45712", + "issue:43575|issue:44387", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:45406|issue:46701", + "issue:44625|issue:45584", + "issue:43421|issue:45491", + "issue:44442|issue:45072", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43526|issue:45834", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:44857|issue:45588", + "issue:43334|issue:43531", + "issue:43994|issue:46369", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:45250|issue:46640", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381" + ], + "prepared_review_unit_hash": "2b7c86fdf4d0c6135121c16d26f2abbca7ed923be9a6546ffc93bb6d326ca0d3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36820, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the proposed soft pairs share only broad topical similarity (Flash Attention, tokenizers, Qwen/VL, memory/OOM, etc.) but not the same concrete bug or code path. No pull requests are present. If a representative issue is needed, issue 46693 is the strongest anchor because it is the most active and most concretely scoped regression report, though it does not subsume the rest of the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "issue:46693 is the most discussed, concrete regression in the set and the best weak representative of the cluster, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 has the highest discussion activity and a clearly defined performance regression, making it the best single issue to surface for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Different bugs: category-count limit during categorization vs a stale warning in paged generate." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes and code paths: Gemma 4 processor import/loading vs flash-attention crash on missing s_aux." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking when protobuf is missing is unrelated to leftover dummy classes leaking into dir() and repo checks." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but the causes differ: tensor-parallel load vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is a different bug from ignoring tokenizer.json in repository loading." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 producing nonsensical outputs and RT-DETR memory not being released are unrelated issues." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer during serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different code paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates for special tokens do not match Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both affect Gemma 4, but one is an import/dependency problem and the other is a missing attribute on the processor; not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection memory retention and sam3-litetext memory overflow are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 import failure and protobuf-related tokenizer error masking are unrelated." + }, + { + "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 support for XLMRoberta is unrelated to LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit image-label reduction bug and Kosmos2.5 long-OCR index error are different failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are not the same underlying issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM under deepspeed optimizer use and output-embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "ImageProcessorFast label handling is unrelated to a Flash Attention 2 performance regression." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss fp16 AMP crash and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window issue are distinct model/config bugs." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading behavior are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are unrelated model-loading issues." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are both generic Flash Attention 2 reports, but the available evidence is too broad to confirm the same concrete bug." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention crash on sink-less models and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded lists and Qwen3.5 kernel registration failure are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template crash with padding=False and wrong vision_position_ids for video input are related only at a family level, not the same concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:44442|issue:44898", + "issue:44743|issue:44811", + "issue:43761|issue:45859", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:43316|issue:43525", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44964|issue:45440", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:42617|issue:43575", + "issue:43701|issue:46506", + "issue:43550|issue:43701" + ], + "prepared_review_unit_hash": "9e6e0a0a507dc8600572d665c9e611775ae51bb595398fb53e9359ba59df7d19", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35906, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs span unrelated model, tokenizer, config, loading, and docs issues. I found no pair that clearly describes the same underlying bug or change, so all soft edges are rejected and there is no true canonical duplicate target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong canonical for the cluster overall; if forced to pick a representative, issue:43873 has the most discussion and inbound references, but it is still not a duplicate target for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch model initialization, but one is a broad Transformers 5.0 custom-model breakage and the other is a patchtsmixer-specific post_init validation problem." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures in different code paths: Qwen3.5 flash-attention generation vs a category-cardinality RuntimeError." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Unrelated subsystems and symptoms: tokenizer loading for FastSpeech2Conformer vs Perceiver image classification padding/resolution handling." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset and Whisper batch_decode skip_special_tokens are separate bugs in different components." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and different issues: CLIPVision hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both audio-related, but one is a chat-template sampling-rate default and the other is an unsupported center arg in a feature extractor." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "A local-path import warning is unrelated to the Qwen recurrent-state/cache regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading packed-weight bug is unrelated to a FastSpeech2 tokenizer loading failure." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different model families and code paths: XLM-R Flash Attention 2 vs BART generate() decoder_attention_mask assignment." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging/install extras issue vs a missing import_utils helper; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API inconsistencies, but they affect different model configs and different missing fields." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are distinct issues." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken duplicate-special-arg error is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and bugs: Phi-4 multimodal load failure vs DeepseekV3MoE divergence from remote code." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Generic trust_remote_code field loss and a specific GPTNeoX rotary_pct reload regression are not the same defect." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve composite config handling, but one is Gemma3TextConfig API inconsistency and the other is AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 script parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are completely different failures." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading regression and Qwen3-VL weight-shape mismatch are separate loading problems." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model-loading regression for one repository is not the same as a BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an image-classification script and unrecognized OLMo model config are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "General 3d_parallel execution failure and Qwen2-57B tensor-parallel OOM are not the same issue." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and CPU/CUDA output differences in PPDocLayoutV3 do not share the same root cause." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to resume_from_checkpoint key mapping." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44079", + "issue:44162", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46421", + "issue:46821", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44442|issue:45803", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:43761|issue:44079", + "issue:42490|issue:47276", + "issue:43232|issue:43388", + "issue:25251|issue:28282", + "issue:43761|issue:44188", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:43295|issue:43825", + "issue:44521|issue:47217", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:46234|issue:46291", + "issue:43646|issue:44913", + "issue:43316|issue:46821", + "issue:44077|issue:44534", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "9d61532eab2b46dc644b4632a2738f83fd8d1a28e144289f5e6d841e69458e8d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly Transformers-related but do not look like one duplicate family; they span unrelated loading, generation, config, multimodal, and training bugs. No soft pair is a true duplicate candidate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44521 is the strongest standalone anchor: it has the richest discussion and inbound references, and it is a concrete multimodal apply_chat_template regression. That said, the set is heterogeneous, so there is no real canonical duplicate issue for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best single issue to keep as a representative report because it is well-scoped, actively discussed, and actionable. It still does not subsume the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: tokenizer/model loading failure vs bare except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading problems, but one is an OOM in tensor-parallel Qwen loading and the other is a KeyError for a specific MobileLLM model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: FlashAttention support issue for XLM-R vs Trainer broadcast failing on NoneType." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel dropping hidden_states; the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but they are different warnings about different code paths and behaviors." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to gather_for_metrics dropping tuple label elements." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting is unrelated to AutoModel missing PyTorch import." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different regressions: CLIPVision hidden_states output vs attention kernel divergence under torch.compile." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer image handling regression is not the same bug as an eos_token_id config mismatch." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is dequantized-model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to missing the transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model regression with processor/tokenizer access is different from a pipeline error-message wording issue." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is not the same underlying bug as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels import failure are distinct import-time issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Config API mismatch and TimesFM window_size AttributeError are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breaks a specific from_pretrained path; missing model_type is a different model-config validation failure." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both touch load/save or config state, but the concrete bugs are different: eos_token_id mismatch vs quantized save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is not the same as cache lazy initialization causing recompilation." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu conversion is unrelated to Trainer import failure due to datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus model generate-images test failure are unrelated model-specific issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is a different bug from Ministral FlashAttention failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:44242|issue:46894", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:45542|issue:46234", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43504|issue:45698", + "issue:44792|issue:44977", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:43352|issue:46640", + "issue:44479|issue:47217", + "issue:43525|issue:43531", + "issue:44534|issue:44913", + "issue:45127|issue:45200", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:44855|issue:45588", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "07788661a4f95ec9f960fab5067ea805f0d7086df4de4f79f994555b82bc5ba3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35416, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "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 superficial modality/version wording, not the same concrete bug or code path. I would not merge any of the candidate pairs, and there is no single meaningful canonical issue/PR for the whole set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different failures: MoE load-balancing loss gating vs a training-loss double-shift bug in another model family." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both involve SAM 3, but one is about a dummy Conv2d placeholder and the other is a CUDA OOM in video inference." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different pipeline bugs: Qwen3OmniMoe video processing error vs Qwen2_5_VL batched chat-template crash." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated areas: a missing StableLm config field vs a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-input bugs, but one is about video position ids and the other about image placeholders inside user text." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Different import/backend issues with no shared code path." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different vision-model problems: processor image size mismatch vs SAM 3 LiteText memory overflow." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is a path-collision bug and the other is cache-length behavior." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are loading-related, but the root causes differ: legacy preset field vs wrong custom module resolution after save/load." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures in different models; no shared concrete bug." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing janus test case is not the same as stale auto-mapping references to removed configs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Different error-handling/import issues in unrelated code paths." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "One is an empty/placeholder issue title and the other is a Gemma token roundtrip bug." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "The second issue is too vague to treat as the same concrete Flash Attention 2 support bug." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Related VL surface area, but one is a video-input regression across Qwen variants and the other is an image-placeholder placement bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config problems: missing pad_token_id vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are configuration/serialization regressions, but they affect different fields and mechanisms." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Distinct issues: LoRA/extended-vocab collapse with tied embeddings vs missing mm_token_type_ids defaulting." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on resize is unrelated to the trailing-slash local-model import warning." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and Sam3Video encoder output attributes are different bugs." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL placeholder handling." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is recurrent-state reset logic." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures in different scripts/models." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Distributed metric gathering bug vs auxiliary-loss normalization bug; no shared code path." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python parsing/import failure in DebertaV2Model is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed test case and a version-pin mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:43827|issue:43994", + "issue:43644|issue:44913", + "issue:44869|issue:46832", + "issue:44734|issue:45406", + "issue:45632|issue:46617", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:46082|issue:46697", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:43550|issue:44190", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44479|issue:44734", + "issue:43295|issue:45276", + "issue:45588|issue:47013", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "6d5d2cffdbaf0bb3b36dc3c0f0f199960d3c9a56a7c77e9d168b8c8b0a88e554", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35776, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and issue-only. None of the soft pairs are true duplicates. If a representative is needed, #43644 is the broadest framework-level regression.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate anchor fits the whole set; most items are unrelated model-, docs-, or processor-specific bugs.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "Issue #43644 is the broadest, most reusable representative: a framework-level regression with inbound attention and cross-model impact.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: BART generate() decoder_attention_mask handling vs token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both involve dtype issues, but one is bfloat16 inference mismatch and the other is Gemma4 quantized embedder casting." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated failures: category-count limit vs cache sequence-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs reference cleanup is not the same as a SigLIP2 runtime correctness bug in AutoModel/pipeline." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different config/runtime problems: junk-filled non-persistent buffers vs rotary_pct not persisting on reload." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash is separate from Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code cache handling, but one is leaf-directory path collision and the other is FileNotFoundError on cache load." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config creation and Python 3.13 JIT parse/IndentationError are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug has nothing to do with XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Llama head_dim validation and Swin2SR over-padding are different components and failure modes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different bugs in different model families." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "MoE load-balancing loss omission is not the same as Florence2's double-shift training-loss bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning for num_return_sequences is unrelated to Whisper's empty-transcription crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and category-count overflow are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and Sam3-litetext memory overflow do not share the same code path." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the image-classification script." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A nonexistent import from image_utils is not the same as a Qwen3.5 chat crash." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config creation and local dataset loading are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Unit-test model loading failure and Janus image-generation test failure are different issues." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to OmDet-Turbo's processor/model size mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but qwen2.5-vl position IDs and SmolVLM padding calculation are different bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but separate memory issues in different paths; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings/output_embeddings behavior are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "flash_attention s_aux handling and xLSTM state unpacking are different interface bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/quantization errors are unrelated to loading a local dataset with the training script." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "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:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:47217" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:45127|issue:45357", + "issue:45276|issue:45584", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:25251|issue:29870", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:27957|issue:35141", + "issue:44938|issue:45542", + "issue:44246|issue:45003", + "issue:43526|issue:46697", + "issue:44964|issue:45600", + "issue:44737|issue:45803", + "issue:43673|issue:46858", + "issue:44112|issue:44964", + "issue:42175|issue:44279", + "issue:44496|issue:47217", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:43531|issue:45600" + ], + "prepared_review_unit_hash": "3d91c5839d0586358743d393e63cf90581a89818fbcb41dba874fdf55187276a", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36776, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated; the soft-similarity pairs mostly share only a subsystem or keyword, not the same underlying bug or change. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate canonical stands out across this heterogeneous set; if one issue must be used as an anchor, issue:44521 is the clearest concrete, reproducible bug report with active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is a strong representative because it describes a specific multimodal apply_chat_template failure, includes clear symptoms, and has active references/discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing cache during v5.0.0 chunked_prefill and the other is spurious recompilation from lazy cache init; different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA + extended vocab collapse/tied embeddings and the other is incorrect visual encoder keys; not the same failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: Gemma4 embedding resizing vs Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but the reports target different variants and different failure descriptions; too broad to treat as one bug." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation error vs transformers serve KV-cache continuation indexing bug; unrelated concrete failures." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is AutoTokenizer ignoring tokenizer.json, the other is list_repo_files not forwarding revision; different APIs and problems." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; distinct edge cases." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting issue vs Bart generate UnboundLocalError; no shared underlying bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flake in GraniteSpeech vs stale auto_mappings entry for removed Sam3LiteText configs; unrelated maintenance issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/template-related, but one is all-zero assistant masks and the other is incorrect vision_position_ids for Qwen2.5-VL video input; different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields vs unrecognized model/config lacking model_type; similar surface area but different root causes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; not the same model or code path." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs output embedding reinit after resize_token_embeddings; unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure vs backend selection with tensorboard/TensorFlow install; different environment problems." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness vs unsafe sys.modules access; one is performance, the other is a correctness/safety bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Swin2SR over-padding; different image-processing behaviors." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure vs auto_mappings stale config references; unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor allocation bug vs bare except swallowing KeyboardInterrupt in Fuyu; completely different issues." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both cache-related, but one is missing cache in chunked_prefill and the other is device-tensor seq_length breaking arithmetic in static cache; distinct bugs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test issue vs Phi-4 multimodal loading issue; no overlap beyond being test/runtime failures." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency packaging complaint about torch extra omitting TensorFlow vs a generic dependency issue; not the same concrete problem." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Model config loading failure vs VL placeholder-in-user-text handling bug; different code paths and symptoms." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling vs multimodal assistant mask generation; unrelated tokenizer vs chat-template bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "GPU broadcast NoneType error in Trainer vs embedding reinitialization after resize; different subsystems." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision vs missing import_utils helper; unrelated import/cache issues." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export vs missing AutoImageProcessor import; both import errors but not the same missing symbol or cause." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3ForConditionalGeneration vs Qwen3.5 save_pretrained regression; different models and failure modes." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated missing imports from different modules/packages." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs stale auto_mappings config references; different areas and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43582", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:46932", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:46082|issue:46121", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:43582|issue:46932", + "issue:43901|issue:44496", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:47217", + "issue:46614|issue:47085", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "5e029261f11c6294cb36d423a9c7d3316eb29c29b4f79bed2d0286bab57c6b15", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36844, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizers, flex_attention, cache, vision models) but not the same concrete bug or fix. I would not merge any of the proposed soft edges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue emerges; the items span unrelated bugs across pipelines, configs, caches, tokenizers, notebooks, and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the strongest standalone issue in the set: it is concrete, well-scoped, and clearly describes a reproducible regression in PIL-backed image processors requiring torchvision.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: one is about reading position_ids after buffer registration, the other about CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both involve model APIs, but the failures are unrelated: processor.tokenizer/image handling vs resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is LlamaConfig head_dim validation; the other is rope-validation list handling. Same general area, different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Importing an unrecognized model and PIL image processors incorrectly requiring torchvision are distinct issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "These affect different subsystems: qwen3_omni_moe feature-length computation vs PPDocLayoutV3 CPU/CUDA differences." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is GenerationMixin chunked_prefill cache handling while the other is max_cache_length behavior for Quantized Cache only." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are unrelated problems." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked prefill cache missing and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "reduce_labels in BeitImageProcessorFast is unrelated to TextClassificationPipeline documentation drift." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to model import failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention and torch versions, but one is compiled flex_attention failure on torch>=2.9 and the other is an incorrect import version check for AuxRequest." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features() behavior." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save_pretrained for dequantized models and the other is FlashAttention failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "An empty/unclear issue and a feature-extraction bug are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken special-argument TypeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache length semantics." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version incompatibility and a generic dependency issue are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash_attention, but one is model-specific and the other is an s_aux=None crash in the integration layer; not the same fix." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A general dependency issue is unrelated to torch 2.4.1 incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors for different symbols; not the same missing export." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config handling, but they affect different model configs and different missing/default fields." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to empty transcription handling after align_special_tokens." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different directions and different bugs." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs around return_all_scores are unrelated to VL image-placeholder parsing failures." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to Rust tokenizer thread safety." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline final-batch dropping and SAM memory overflow are unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are boundary-condition crashes, but in different APIs and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer regression and Deepseek tokenizer output changes are distinct tokenizer issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44336", + "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:45812", + "issue:45823", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:41950|issue:45823", + "issue:43644|issue:47145", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:44242|issue:45200", + "issue:43931|issue:47145", + "issue:43299|issue:43854", + "issue:44016|issue:44291", + "issue:45588|issue:47000", + "issue:44683|issue:45542", + "issue:45081|issue:45907", + "issue:43479|issue:43525", + "issue:44336|issue:46851" + ], + "prepared_review_unit_hash": "8e7168bd0edbd603d7a9399da3969bbbc844a17008d3695230586230746846fc", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated Transformers issues across tokenizers, configs, docs, model loading, training behavior, and runtime regressions. All soft edges look like superficial text similarity, not the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and none of the issues subsumes the others.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue exists; issue 45020 is the broadest regression umbrella, but it still does not match the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both mention dependency/version problems, but one is a generic transformers dependency issue and the other is a specific unreleased peft version bump; different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but they concern different examples and different failures; not the same underlying issue." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a vague data-related post are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different failures: BLIP2 dtype casting versus Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments not being used is unrelated to a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup is a concrete pipeline bug; remote_code breakage is a broader compatibility issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support and an unreleased dependency floor are separate release problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "One is a missing import for HybridCache; the other is a broad import-error report after upgrade." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost matrix errors." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve weights/embeddings, but one is serialization of tied weights and the other is resize_token_embeddings behavior." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are different configuration/code-path bugs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but one is model loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head_dim validation has nothing to do with stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal/device issues in different pipelines/models; not mergeable as one fix." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as FP8 weight_scale omission on load." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A vague data-related post is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one ignores tokenizer.json while the other crashes in Mistral regex patching." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different training-input issues." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 compressed-tensors weight_scale corruption are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention model loading, but they target different models and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Flash-attention s_aux=None crash and RTDetrLoss infeasible matrix are different runtime failures." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation and tensorboard-without-TF backend detection are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patch crash and list_repo_files revision forwarding are different API bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing/default-field problems; not the same bug." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code cleanup in loading_report has nothing to do with Qwen3.5 variable-length position_ids support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217" + ], + "soft_pairs": [ + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:45103|issue:45372", + "issue:44261|issue:44263", + "issue:44246|issue:47217", + "issue:45859|issue:46851", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:45600|issue:45712", + "issue:47176|issue:47177", + "issue:43673|issue:43761", + "issue:44186|issue:47000", + "issue:44188|issue:44336", + "issue:43575|issue:47145", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44987|issue:45542", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:43824|issue:43976", + "issue:42796|issue:43441" + ], + "prepared_review_unit_hash": "c940ec8a6bc6b1d9173affe6969f8e3aba32fe33e8e21f96e248211d35250e01", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34949, + "estimated_input_tokens": 8738, + "estimated_eval_tokens": 17732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues. A few pairs are superficially similar by subsystem or model family, but none look like the same concrete bug/change, so I would not merge any soft pair. The broadest issue here is the open quantization/offloading report, but it is still not a true umbrella for the rest.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 is the broadest and most reusable issue in the set: it is open, has the most discussion/inbound references, and sits in the quantization/offloading area that overlaps the closest near-duplicate candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue candidate for triage because it is active, broad, and likely to attract related offloading/quantization reports; the rest are mostly narrow one-off bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is about saving quantized models and the other about loading dequantized models with gpu+cpu offload; different failure paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor.save_pretrained files vs a post-upgrade data filtering slowdown are unrelated bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offloading, but one reports offload behavior during loading while the other is a specific FP8 checkpoint weight_scale bug; not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed optimizer OOM and deepspeed calling optimizer.step() twice are different bugs in the same ecosystem, not the same underlying defect." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Ministral FlashAttention regression vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring crash with future annotations is unrelated to a mistral_common import error breaking Gemma 4 processor loading." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "A missing config epsilon causing precision drift is unrelated to torch.split return handling in a different model component." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import performance issues are unrelated to multimodal placeholder handling failures." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but CPU offload incompatibility and variable-length position_ids handling are distinct code paths and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Dependency packaging for TensorFlow and Python-version compatibility are separate environment issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT MLM output and DeepSeek tokenizer correctness are different model-specific bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a glm-4v loading failure are different model/config problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and intermittent import slowness are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes failing repo checks are separate maintenance issues." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip slip arbitrary write are different vulnerabilities." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIPVisionModel hidden_states regression are different failures in different modules." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer padding/truncation crash and RTDetr loss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "TP OOM while loading a large Qwen model and FP8 weight_scale loading corruption are different quantization/load bugs." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id field on Llama4Config and missing fields from trust_remote_code are both config-shape issues, but not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model failing in v5 and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI output and a wrong docstring are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 being broken are different model-level regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure and Python version support mismatch are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention failure are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42886", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:44246|issue:44496", + "issue:44297|issue:45397", + "issue:44871|issue:47145", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:46655|issue:46726", + "issue:41628|issue:43976", + "issue:45003|issue:47217", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:43531|issue:45362", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292" + ], + "prepared_review_unit_hash": "4d7db7d68762fd3c0276a506bb07b65a5c20c639434211136834d45757c5f47d", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35859, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: the soft pairs share broad keywords (model loading, tokenizers, Qwen, import/runtime failures) but most describe different code paths, different models, or different failure modes. None look safe to merge as duplicates on title/body alone.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage class vs Qwen3.5 chat crash. No shared code path or concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen2.5-VL position handling, but one is a RoPE temporal-position scaling bug and the other is variable-length inputs with position_ids. Too different to treat as the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "One is slow import behavior, the other is an unrecognized model/config error. No overlap beyond generic loading." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure. Different subsystems and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma eos_token_id mismatch is a config inconsistency; FP8 compressed-tensors issue is checkpoint loading corruption. Not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both touch optional kernel-related imports, but one is a kernels package version/revision requirement during pipelines import and the other is a missing decorator on apply_rotary_pos_emb registration. Different failure points and fixes." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3-related, but one is a helper output-length calculation bug in qwen3_omni_moe and the other is variable-length position_ids handling in Qwen3.5. Different code paths." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "NameError from missing nn import in sentence-transformers integration is unrelated to undefined tf backend from tensorboard-only installs." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Both concern image/vision processing, but one is incorrect padding calculation in SmolVLM video processing and the other is AutoProcessor error when a required vision backend is missing." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a Python version compatibility report are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "modeling_utils sys.modules access safety issue is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different problems: kernel registration/decorator issue vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug has no relation to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and defects: dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states field returned incorrectly in VideoPrism classification output." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list IndexError in apply_chat_template." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotations crash and Qwen3.5 kernel registration failure are unrelated issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error and gemma-4 zero3 from_pretrained failure are different code paths and models." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist race on captured_info.txt is a test harness concurrency bug; stale num_return_sequences warning is a generation warning issue." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance problem vs eos_token_id config mismatch; no shared underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "sliding_window issue in Qwen3-MoE and Qwen3.5 chat crash are different behavioral bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI codes in loading_report on non-terminal output is unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention crash on s_aux=None is a sink-less model attention bug; variable-length position_ids in Qwen3.5 is a separate issue." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is a LoRA compatibility break across hf4.x/hf5.x and the other is a generic Transformers 5.0.0.dev0 loading break. Too broad to merge." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend and inconsistent from_pretrained behavior inside Python classes are unrelated tokenizer/runtime issues." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated code paths." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False is an MoE loss accounting bug; D-FINE auxiliary losses off is a different model-training behavior." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure and PPDocLayoutV3 CPU/CUDA differences are different model/runtime issues." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading failure and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer incorrect results and resize_token_embeddings not affecting output_embeddings are distinct tokenizer vs embedding-resize bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43257", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46894", + "issue:46897", + "issue:47000", + "issue:47217" + ], + "soft_pairs": [ + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43901|issue:45003", + "issue:46726|issue:47217", + "issue:43540|issue:46655", + "issue:43257|issue:45137", + "issue:41950|issue:44220", + "issue:44451|issue:46752", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:44295|issue:44749", + "issue:45292|issue:47000", + "issue:43295|issue:45292", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:44162|issue:45200", + "issue:36246|issue:43596", + "issue:45003|issue:45561", + "issue:44466|issue:45335", + "issue:43475|issue:46369", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:43526|issue:46897", + "issue:44877|issue:45375", + "issue:44242|issue:44857", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43526|issue:46894" + ], + "prepared_review_unit_hash": "10f6f2d408ebade06e3a54b5eaa8a23d5df976bfd782ae5d174243526b96b9ac", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35588, + "estimated_input_tokens": 8897, + "estimated_eval_tokens": 18050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off regressions across different models/subsystems. I did not find any soft pair that clearly describes the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue stands out because the set is heterogeneous. If forced to pick a representative, issue 43295 is the strongest high-signal regression report: it names a specific release break, a concrete failure mode, and a reproducible custom-model scenario.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different dependency breakages (Qwen2.5-VL image processor vs huggingface_hub offline helper)." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no evidence of the same broken code path." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Both touch vision processing, but one is a missing/unknown image processor backend case and the other is an empty/user-text placeholder crash; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but they affect different models and different layers of the pipeline (Qwen3OmniMoe validation vs SmolVLM video padding)." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Different DeepSpeed/accelerate failures: Qwen3 MOE weight conversion vs ZeRO3 deque underflow." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Loading a specific model failing is unrelated to chat-template handling on empty input." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite Qwen configs, but one is a missing config field silently dropped and the other is AutoModelForCausalLM unwrap behavior; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video regressions, but they target different models and distinct causes; too broad to merge." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading a buffered position_ids tensor and slow filtering after upgrading are unrelated issues." + }, + { + "left": "issue:45292", + "right": "issue:47000", + "accept": false, + "reason": "Token-embedding resize mismatch is unrelated to RTDetr loss infeasible cost-matrix crashes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "One is a regression around processor.tokenizer/image passing; the other is resize_token_embeddings not updating output embeddings. Different concrete code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU offload rotary embedding compatibility and the other is kernel registration/decorator failure." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: ZeRO3 deque pop vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage is unrelated to Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different symptoms and subsystems: import failure for a processor class vs BertModel index error under ZeRO3 init." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to xdist worker race on captured_info.txt." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embedding serialization/resizing, but one is tied lm_head.weight serialization and the other is t5gemma decoder.embed_tokens not resizing." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Sam3 vision encoder missing attribute is not the same as SAM3-LiteText memory overflow." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe bug report is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing processor.save_pretrained files is not the same as AutoProcessor backend-missing image processor error." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT fast processor label reduction bug is unrelated to Florence2 training-loss double-shift, despite both being training/preprocessing issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to Qwen3.5MoeVisionConfig field dropping." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load balancing loss omission for MoE routing is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug is unrelated to MLflow not reporting failed training jobs." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction and CohereASR training-loss double-shift are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:43352|issue:45250", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:44060|issue:44077", + "issue:42199|issue:46851", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:46170|issue:46832", + "issue:44188|issue:46202", + "issue:44995|issue:45200", + "issue:46132|issue:47145", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44361|issue:44749", + "issue:45685|issue:46431", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "8b61ec6ffac09b7a52bddc365d1b209b87a518ace9d0f2cd76fadf9bb3496be7", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36141, + "estimated_input_tokens": 9036, + "estimated_eval_tokens": 18328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated issues across different subsystems; the soft edges look like false positives and none are safe duplicate merges. No PRs are present in the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression here: one bug affecting multiple Qwen video model variants, with enough discussion to serve as a plausible anchor if a representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45229 has the highest engagement and a very actionable, well-scoped reproduction for a high-impact Gemma4 multi-GPU OOM, making it the strongest standalone issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is a Nemotron model support error and the other is a generic flash-attention topic; different bug classes." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression vs Windows/ROCm import failure from torch.distributed; unrelated subsystems and failure modes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained loading issue vs Deepspeed optimizer stepping twice; not the same code-path problem." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a tied-weights warning in Qwen3-Next, the other is a PatchTSTMixer post_init policy issue; no shared underlying defect." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class bug vs Qwen3.5 variable-length position_ids bug; different model families and logic." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs ESM2 model breakage; only superficially both tokenizer/model issues." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure; not the same fix." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder missing attribute vs Qwen3OmniMoe video input ValueError; unrelated models and failures." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm import dependency problem." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory lifecycle issue vs MaskGenerationPipeline last-batch handling; different components and fixes." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs DeepSeek accuracy regression after upgrade; one is loading behavior, the other model quality." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug vs Gemma4 multi-GPU OOM; no meaningful overlap beyond both being user-facing regressions." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 PixelDecoder dummy Conv2d implementation detail vs a model-type warning when instantiating tracker from video config; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different model versions and root causes." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure on Windows/ROCm vs RTDetr forward feature-level mismatch; unrelated areas." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip on \u2581; different symptoms and code paths." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash on second forward vs Gemma4 mm_token_type_ids defaulting; not the same defect." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior change vs FP8 checkpoint load corruption; completely different mechanisms." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 embedding warning in fine-tuning vs stale num_return_sequences warning in paged generate; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API rejection vs Gemma token roundtrip failure; different surfaces and fixes." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of an external issue vs Gemma pipeline token roundtrip bug; no evidence of same underlying change." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention caching/compile behavior, but one is kernel divergence under torch.compile while the other is cache lazy init causing recompilation; not mergeable as one bug." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss logic vs a CUDA tensor branch causing host sync in deepspeed loss; unrelated code paths." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different API layers." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash vs flash_attention.py s_aux=None AttributeError; different components and failure triggers." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs broad performance regression after upgrade; no shared bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MoE MPS histogram kernel type error vs processor lacking chat template; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained config mismatch vs processor save_pretrained missing files; both serialization-related but not the same artifact or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43994|issue:46726", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:44871|issue:46132", + "issue:45375|issue:45478", + "issue:46752|issue:47020", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44373|issue:46851", + "issue:45561|issue:47217", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44188|issue:46851", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:46877|issue:47000", + "issue:41628|issue:44933", + "issue:39692|issue:46726", + "issue:42994|issue:43525", + "issue:46463|issue:46877", + "issue:44869|issue:45356" + ], + "prepared_review_unit_hash": "fe6bd8564e2a5ef19738f68d46b91d6224a861691e48effb3ffc199d2a1298f3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35259, + "estimated_input_tokens": 8815, + "estimated_eval_tokens": 17886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated issue reports. The only likely related thread is the Qwen3.5-MoE loading/config trio around 45310, 45375, and 45478, but the evidence is only symptom/title-level overlap, so I would not treat them as definite duplicates. No pull requests are present.", + "confidence": 0.52, + "canonical_issue_reason": "45310 is the broadest anchor because it captures the user-facing Qwen3.5 MoE `from_pretrained` failure. 45375 and 45478 look related to the same general Qwen3.5-MoE loading/config area, but the packet does not show enough evidence to collapse them into one confirmed root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue for the Qwen3.5-MoE cluster because it states the general loading failure; 45375 and 45478 are narrower symptom reports that may be related, but not proven duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different subsystems and failures: auto-docstring annotation parsing vs cache-length arithmetic in generation prefill." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and tokenizer/data-filtering slowdown are unrelated bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder placeholder-conv issue is unrelated to MaskGenerationPipeline dropping final partial-batch results." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and deepspeed optimizer-step duplication are different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 wrong outputs with AutoModel/pipeline is not the same as AutoProcessor\u2019s missing-vision-backend import error." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission bug is unrelated to the deepspeed optimizer-step duplication." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad v5 custom-model-init regression does not match the specific ESM2 breakage; too little evidence of one underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id mismatch is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-MoE loading complaints, but the evidence is only title-level similarity; not enough to confirm the same root cause." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-chat-template IndexError and XLMRobertaTokenizer Unigram init type mismatch are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute loss is unrelated to TimesFM window_size attribute access." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 vision output fields and trust_remote_code missing fields in AutoConfig are separate issues." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring for position_ids is not the same as a runtime variable-length position_ids failure." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report and a Gemma-4 ZeRO3 loading issue do not describe the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different operations and code paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same subsystem, but the packet only supports a likely relation: broad `from_pretrained` error vs specific missing-field report." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading on transformers v5 and missing files from processor.save_pretrained are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing cache during chunked_prefill are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch not installed import error and Sentence Transformers loading hang are unrelated." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise is unrelated to RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports, but they involve different symbols and failure modes; not enough to be the same underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation-example errors and missing vision-backend processor import errors are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are distinct tokenizer/decoding issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No shared concrete code path; one is an unspecific report and the other is a Gemma-4 loading bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The mostly-unrelated clustering is grounded, but the positive soft-edge verdicts are too strong for the evidence available. In particular, the packet only shows title-level similarity for 45375 and 45478: one is a missing `deepstack_visual_indexes` field in `Qwen3_5MoeVisionConfig`, while the other is a generic `Qwen3.5 Moe from_pretrained error`. That supports a possible relation, but not a firm claim that they are the same underlying bug. The same caution applies to 45310 \u2194 45375. If you keep this cluster, the summary should be softened to say these issues are likely related rather than definitely the same root cause, and it should mention 45478 alongside 45310/45375 if it is part of the cluster." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46701", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43784|issue:46399", + "issue:43873|issue:44945", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:44945|issue:45753", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45561|issue:47059", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42673|issue:43704", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:44496|issue:45561", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "55e1a8bb436e37f4c82a1de5cd6337ada2bbf911dcc771dc3b3cb15077cefd90", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36236, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical Qwen3ForCausalLM VRAM-leak reports; the other soft pairs share broad themes (imports, tokenizers, FP8, Qwen, deepspeed) but describe different concrete bugs or code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report of the exact same Qwen3ForCausalLM multithreaded VRAM leak as issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative issue in this set because it is the only clear duplicate anchor and has more discussion/inbound references than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AutoTokenizer v5 import/loading issue and the other is a mistral_common continue_final_message bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated bugs: packaging/backend extras vs remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Different failures: sentence-transformers import NameError vs Qwen3.5 kernel registration ValueError." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Both affect inference, but one is quantization/offloading behavior and the other is wrong output under pipeline parallelism." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "Different training errors: DeepSpeed ZeRO3 deque underflow vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but different concrete failures and versions; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure vs Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is FP8 save_pretrained and the other is from_pretrained loading failure." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Different areas entirely: AMP/CUDA loss crash vs docstring lint output at import time." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-mapping logic bug vs CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect outputs under pipeline parallelism is not the same as a Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotation processing crash; different subsystems." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Model loss behavior vs docstring import-time logging are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both Gemma-related, but processor _tokenizer crash and Gemma pipeline roundtrip failure are different issues." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma pipeline failures with different outputs and symptoms." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file-race bug vs CLI breakage from a hub version change." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs Janus image generation test failure are not the same code-path problem." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is accuracy degradation and the other is save_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same Qwen3ForCausalLM VRAM leak in multiple dataloader threads, with identical title and symptom." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs nonexistent image_utils import; no meaningful overlap." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version pinning problem vs doc-lint stdout noise are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting failure vs Deepspeed/Adafactor OOM are distinct training problems." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs host synchronization concern in Deepspeed loss computation." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config resolution error vs xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but one is cleanup-space behavior in v5 and the other is BOS/EOS handling for a specific tokenizer." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading stall vs token embedding reinitialization are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The canonical issue choice is supported by the earlier creation date and higher discussion on 42673, and the duplicate claim for 43704 is backed by the identical title/symptom. The soft-edge verdicts are generally conservative: they mostly reject pairs that share only broad themes but differ in concrete bug, subsystem, or code path." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:44186|issue:47085", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:46077|issue:46123", + "issue:45600|issue:47059", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:42898|issue:44779", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:44843|issue:47085", + "issue:30333|issue:34689", + "issue:43479|issue:44079", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:42222|issue:45200", + "issue:42898|issue:44448", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44734|issue:45103", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "59bb4b9c530ac03f36e8ffe374901e567dd950a783cb94d75c43355a0ccf408e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36361, + "estimated_input_tokens": 9091, + "estimated_eval_tokens": 18438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports; they share broad Transformers-v5 regression language, but not the same concrete bug. I would keep them separate and use the tokenizer behavior regression report as the best representative issue.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42898 is the most general, clearly version-scoped regression report among the set and best fits as an umbrella canonical issue for nearby tokenizer-behavior complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest representative issue: it states a concrete v5 behavior change, is broad enough to anchor related tokenizer regressions, and is more general than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: backend packaging dependency vs leftover dummy classes / repo lint failure." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated multimodal config initialization bug vs VideoPrism output field mix-up." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Specific tokenizer special-token regression vs tokenizer thread-safety regression; different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained failure; not the same defect." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash is unrelated to fast tokenizer thread safety." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM with dataloader threads is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is cleanup behavior and the other is wrong token IDs for Granite models; too different to merge." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug vs MaskGenerationPipeline partial-batch flag bug." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "auto_mappings cleanup issue vs CLI incompatibility with huggingface_hub 1.22.0; unrelated subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained v5 loading issue vs add_special_tokens BOS/EOS regression; distinct failure modes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig defaults bug vs Whisper word timestamp decode crash; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but for different models and different example failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL symbol export; different import paths and causes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but the reported behaviors are different enough that a shared underlying bug is not established." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 issue for XLM-Roberta vs MLFlow reporting bug after failed training jobs." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Model VRAM leak in threaded dataloaders is not the same as tokenizer thread-safety breakage." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline-mode model_info call bug vs tokenizer thread-safety regression; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow failure-reporting issue vs Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config initialization bug vs ModelOutput key assignment bug; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions around tokenizer/processor behavior, but one is cleanup semantics and the other is processor.tokenizer/image-handling breakage." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer/read bug vs Deepspeed double optimizer-step bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow job-status reporting vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage vs Gemma 4 mm_token_type_ids defaulting bug; different models and failures." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "The Pegasus output difference may be caused by the v5 tokenizer behavior change, but the issue as stated is model-specific and not clearly the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch dependency for AutoModel; unrelated import errors." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe bug vs tokenizer_class mismatch in saved config; different save-path issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "serve KV-cache indexing crash vs auto_docstring AttributeError; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args ignored vs docs parameter-name mismatch; different layer of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44933|issue:45712", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44060|issue:45125", + "issue:43479|issue:43644", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:43232|issue:47276", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:46614|issue:46932", + "issue:43504|issue:47059", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44263|issue:44373", + "issue:46209|issue:46431", + "issue:30990|issue:38175", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305" + ], + "prepared_review_unit_hash": "b08cfa688b81f6768756dbc87248187b374153b0c4d74d04573745b353d558c5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36688, + "estimated_input_tokens": 9172, + "estimated_eval_tokens": 18600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial text matches across unrelated Transformer bugs; none looks like the same concrete fixable issue, so no soft edge should be accepted.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical duplicate stands out here because the items span many different bugs; if forced to pick one representative, issue 43232 is the most central concrete runtime report, but it is still not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43232 is the best representative of the set because it is the most central and concrete runtime bug report among the candidates, though the cluster is too heterogeneous to treat as one duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example-script failures: multi-label classification empty output vs image-classification local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Version pin/release availability issue vs leftover dummy-class cleanup; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs DeepSpeed optimizer stepping twice; different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression vs processor save_pretrained missing files; different code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import vs dummy-class cleanup/leakage; not the same issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save_pretrained vs missing processor save_pretrained files; same broad area, different defect." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling vs tokenizer loading/import failure; related area but not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing _tp_plan for tensor parallelism; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization vs non-persistent buffer junk; separate initialization problems." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression vs AttentionInterface.register behavior change; different subsystems." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit error vs attention-interface behavior change; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue vs GLM-5 RoPE implementation bug; not the same underlying change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch vs Qwen3.5 MoE from_pretrained failure; different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import vs missing is_offline_mode import; different symbols and code paths." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation concern vs Minimax attention numerical drift; unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation; different config bugs." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Actual generation-state update bug vs misleading warning text in continuous batching; behavior vs message." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version drift vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs Qwen3.5 flash-attention generation issue; different defects." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained MOE vs max_shard_size question; not a duplicate." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend vs quantized vision/audio dtype casting; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit pretrained preset loading vs CLI completion breakage from huggingface_hub; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split / indexer bug vs old InternVL2 meta-init incompatibility; different problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return issue vs position_ids docstring typo; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 vs missing chat template on processor; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs siglip2 zero-probabilities issue; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation-state bug vs cache-length behavior; similar generation area, different bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "sync_gpus generation-state bug vs Kosmos2.5 OCR index error; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM 3 Video attribute vs MoonshineStreaming off-by-one windowing; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43408", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46664", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46305|issue:46655", + "issue:46369|issue:46909", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:42907|issue:46050", + "issue:43986|issue:46726", + "issue:44279|issue:46328", + "issue:45092|issue:45357", + "issue:42831|issue:44038", + "issue:44261|issue:45092", + "issue:41628|issue:43824", + "issue:44829|issue:46002", + "issue:45381|issue:46305", + "issue:44964|issue:47059", + "issue:43408|issue:46402", + "issue:44483|issue:45406", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:46305|issue:46664", + "issue:43986|issue:47217", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172" + ], + "prepared_review_unit_hash": "bd26a2dd1cd5bbc193432ed4849952d39bf1f92c73c2200004f66a8a3e3f9bf5", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35163, + "estimated_input_tokens": 8791, + "estimated_eval_tokens": 17838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone transformer bug reports rather than one duplicate cluster. I found no safe soft-edge merges, and there are no PRs in the set.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 42886 is the most self-contained, reproducible bug report here: it names an exact version, a clear offline/cache trigger, and a concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "It is the clearest standalone user-facing regression report and the easiest issue to use as an anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is an off-by-one masking bug and the other is a padding-calculation bug in SmolVLM; different code paths." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Sam3 litetext memory overflow is unrelated to a DIA documentation example bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is a torch.split return-value issue and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are different problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/save flows, but they target different quantization methods and failure modes; not clearly the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both are backend-missing processor errors, but one is a video-model torchvision crash and the other is an unrecognized image processor path; not enough to call them duplicates." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue versus a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is different from incorrect visual-encoder keys during save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issue and Qwen3-VL-Moe from_pretrained error are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-initialization compatibility." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are distinct import-surface problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-Attention-3 training degeneration is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are vision/video positional or masking bugs, but they describe different concrete failures and components." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to a huggingface_hub CLI test regression." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 model-type warning and missing text encoder weights are different Sam3 bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API request rejection is unrelated to Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3_5 infinite-loop-on-image are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx import failure and tokenizer extra-space behavior are different issues." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:46305", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM/MoonshineStreaming video issues, but one is an off-by-one window mask and the other is a num_frames semantics problem." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL processor handling, but one is missing torchvision in AutoProcessor and the other is an image-placeholder placement failure." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds crash is unrelated to CLI completion attribute errors." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and missing BOS/EOS for mdeberta-v3-base are different tokenizer bugs." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression umbrella after upgrade; 42757 is one specific missing symbol import, not clearly the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache-loading failure is different from quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different tokenizer-related regressions." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect mllama mask handling and a deepseek-v4 dtype/transpose bug are unrelated tensor-shape/code-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42796|issue:43122", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:45381|issue:46909", + "issue:43646|issue:46002", + "issue:43540|issue:46909", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:30990|issue:33357", + "issue:41628|issue:45278", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:43756|issue:44060", + "issue:44117|issue:44704", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:43329|issue:47059", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43122|issue:46326", + "issue:44704|issue:45290", + "issue:44038|issue:44297", + "issue:43122|issue:44521", + "issue:46172|issue:46762", + "issue:43408|issue:43475", + "issue:44038|issue:44295", + "issue:22355|issue:29159", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "1188992e317067ad4d8889ea2717c121c348cec3d43006550ff34356933981d3", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "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 mostly heterogeneous noise: the soft-similarity pairs point to distinct tokenizer, import, model-loading, and model-architecture bugs rather than true duplicates. No soft edge looks safe to merge.", + "confidence": 0.9, + "canonical_issue_reason": "If a representative issue must be chosen, 45278 is the broadest umbrella-style regression report (many import errors after a Transformers version bump) and is the closest thing to a cluster anchor, but the surrounding items are still not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the best single issue to stand in for the cluster because it is the most general, user-facing regression report and has the broadest scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but they describe different bugs on different models and versions: BPE marker handling vs version-to-version tokenization drift." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers loading hangs are unrelated failure modes." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning and sam3-litetext memory overflow are different SAM3 problems." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and a documentation example issue are not the same problem." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a buffered position_ids tensor and tokenizer_class mismatch on save_pretrained are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and a sentence-transformers import NameError are not the same code path." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and incorrect pipeline-parallel LLM output are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model saving/dequantization and loading Phi-4 multimodal are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error in CLIP loading are separate runtime issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor and broad import errors after upgrade are related only at a very high level; they are not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline parallelism output corruption are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "An import-time NameError in sentence-transformers and stale auto_mappings references to removed Sam3LiteText configs are different defects." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API-setting warnings and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized save failure and invalid GenerationConfig for GLM-5 are different subsystems and bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are not the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are separate mapping vs loader issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset-mapping errors and zero assistant masks for multimodal chat templates are different tokenizer/template bugs." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined video-patch variables in multimodal token counting and a CLI breakage from huggingface_hub are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate training with flash_attention_3 are different model/config behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation concerns are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenizer drift across versions and continue_final_message behavior for mistral_common are different issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and chat-template crashes on tool-call assistant messages are separate code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe processing issues and tokenizer_class mismatch on save_pretrained are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-V4 tensor transpose behavior and Minimax MSA attention numerical differences are different model-specific bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker/model-type warning and missing fpn_position_embeddings in Sam3VisionEncoderOutput are related to SAM3 but are different concrete failures." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe bug and FP8 save_pretrained on MoE models are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and slow/fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe problems and reading a buffered position_ids tensor are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44351", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:47217" + ], + "soft_pairs": [ + "issue:42907|issue:43452", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:44483|issue:47217", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:45083|issue:45446" + ], + "prepared_review_unit_hash": "98b85abb6eee051b2c370d8cad435940e8ccaa452e250001fc96d24e85f17ed0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35415, + "estimated_input_tokens": 8854, + "estimated_eval_tokens": 17964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: import/export regressions, tokenizer bugs, model-specific generation issues, docs, and performance problems. None of the soft pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates. No PRs are present.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set: it describes multiple import failures after upgrading from 4.57.0 to 5.5.0, which makes it the most plausible representative for the import-regression slice of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best global representative because it is the most general and likely to subsume closely related import-error reports; the others are mostly narrow, model-specific, or unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "One is a save/dequantization failure for Ministrals/Devstrals; the other is a gguf/from_pretrained loading breakage. Different code paths and failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a save_pretrained checkpoint regression and the other is a from_pretrained loading error. Not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exports/dependencies. Too broad to treat as the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions across v5, but they affect different models and behaviors. No evidence they share one root cause." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different functionality entirely: example multi-label classification output vs Gemma 4 text-only fine-tuning inputs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and different bugs: Qwen3 offset mapping vs Wav2Vec2 phonemizer backend state." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but one is from huggingface_hub and the other from transformers. Different missing names, not one bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs an example script returning empty multi-label results. No shared code-path evidence." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing transformers.onnx module import vs a LayoutLMv3 error-message clarity issue. Not duplicates." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype mismatch between train/eval; the other is incorrect output under pipeline parallelism. Distinct runtime issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging issue vs Python 3.14 load failure. Different platform/support regressions." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling vs generation kwargs after sync_gpus. Different model logic and different failure points." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop-on-image bug. Different models and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs an inefficiency in SequenceFeatureExtractor.pad. Not the same bug." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch vs noisy diagnostics printed at import time. Different issue types and effects." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error for GLM-5 vs a RoPE implementation discussion. Related model family, but not the same concrete defect." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change in v5 vs stale phonemizer language state. Unrelated tokenizer subsystems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from configuration_utils is not the same as a broad post-upgrade import-failure umbrella; likely related in theme but not duplicate-level identical." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "OpenAI-compatible chat/completions request rejection vs VL image-placeholder handling. Different API surface and bug mechanism." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility failure vs an incorrect PyTorch version check in flex_attention. Separate compatibility bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is a broad transformers 5.0 issue and the other is a specific from_pretrained error in 5.4+. Not enough to merge." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading regression vs NaNs in classification heads. Different subsystems and symptom classes." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns decoder type and the other incorrect DeepSeek tokenization results. No concrete shared root cause." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloader use vs dtype mismatches in bfloat16 inference. Distinct problems." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 serialization/loading issues, but one is incorrect visual-encoder keys on save_pretrained and the other is a from_pretrained error for MoE. Different failure paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation bug in Qwen3.5 vs NaNs in classification heads. Different model state and failure behavior." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file runtime errors vs a documentation typo. Not comparable bug reports." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length helper behavior in qwen3_omni_moe vs a PyTorch version-check issue in flex_attention. Different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46726|issue:46981", + "issue:43066|issue:46710", + "issue:46328|issue:47116", + "issue:43116|issue:43825", + "issue:43992|issue:44704", + "issue:28348|issue:46640", + "issue:43827|issue:45446", + "issue:42673|issue:42796", + "issue:33453|issue:39401", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:44263|issue:46762", + "issue:43064|issue:43673", + "issue:39379|issue:43688", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:42222|issue:47000", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:42222|issue:43441", + "issue:44291|issue:45071" + ], + "prepared_review_unit_hash": "71cf3316f8a4efedd35c0227d57c2214f95c5fde685e4a40301fbee1fbad11ee", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35577, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; they span unrelated models, APIs, and regressions, so all candidate duplicate links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46640 is the broadest/most generic issue in the set, so it is the best cluster placeholder if one must be chosen, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the most general and open-ended issue title, making it the least specific and most plausible representative of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and a DIA documentation example bug are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API-settings guidance and GLM46V image-patch AttributeError affect different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and trainer.evaluate() failing after train() are different trainer/optimizer problems." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but in different model outputs and with different symptoms." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing-vision-backend handling in AutoProcessor and repeated 429 retries are unrelated fetch/load issues." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type mismatch and accuracy regression in DeepSeek are not the same bug." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature-extractor padding performance and streaming pipeline regression are distinct issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug and pipeline task-message bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading and AutoProcessor kwargs propagation involve different subsystems." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "GPT-2 flash-attention support request is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "v5 docs still mentioning pipeline() and a flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "Qwen3 VRAM leak and Ministral tokenizer BPE-marker handling are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same code-path failure." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Swin2SR over-padding are unrelated model/preprocessor issues." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility and Minimax attention numerical differences are distinct problems." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Qwen2_5_VL import failure and HTTP 429 retry behavior do not share an underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsa torch.split handling and Minimax MSA numerical differences are different attention/indexing bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate distributed-training issues." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are different model-training bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unreleased PEFT minimum version and AuxRequest import version check are unrelated release/compatibility issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are not the same defect." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional-mask construction are different attention bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crashes are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument compatibility and PretrainedConfig type checking are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44261", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:42222|issue:46752", + "issue:39379|issue:46897", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:45341|issue:46328", + "issue:42617|issue:45341", + "issue:45341|issue:45561", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:44933|issue:45278", + "issue:42371|issue:46617", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "8b0d1fc5aa9635c84874b694f171299ab76bc7b6f43a6598b6680c5b132b50de", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36248, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: import/export regressions, tokenizer bugs, model-specific loading issues, and testing/utilities problems. None of the soft pairs look like the same concrete underlying bug or change, so I rejected them all.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best umbrella representative only because it captures a broad import-regression pattern after upgrade; however, the cluster is not a true duplicate set, so this is just the least-bad anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage vs empty-chat-list crash in apply_chat_template; unrelated code paths." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; both mention loss-ish behavior but not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs after checkout/init; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next missing projections vs Qwen3.5 MoE from_pretrained failure; distinct model/config problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer offset mapping bug vs Deepseek tokenization regression; different models and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation vs Qwen3.5 flash-attention generation issue; unrelated failures." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor cached_file kwargs passthrough vs special_tokens type error; different call sites." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs stale dtype after from_config; both config-related but not the same bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs Qwen3.5 checkpoint serialization regression; different code paths." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Config type checking vs CLI completion breakage from hub dependency mismatch; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different issues." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs Mistral regex patch crash; separate tokenizer internals." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py runtime issue vs testing-utils bug; no shared concrete defect." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Different testing-utils problems: a bug in helper code vs xdist race on captured_info.txt." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Sam3 model-type warning vs MobileLLM key error; unrelated model-loading issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models vs repeated 429 retries in AutoProcessor; different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model files broken vs tensorflow_text backend registration error; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading failure vs documentation parameter name mismatch; different scope entirely." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference on B200; no shared code path." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance vs missing rms_norm_eps in MLA layernorm; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation issue vs unrecognized model/config missing model_type; different root causes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Layernorm epsilon precision issue vs Minimax attention numerical mismatch; distinct model internals." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 from_pretrained error; no duplicate relationship." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils vs broad import errors after upgrade; related theme but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 behavior settings vs FileNotFoundError loading cached trust_remote_code model; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different instances of Qwen3.5/MoE from_pretrained failure, but not the same concrete bug from the evidence provided." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42886", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43066|issue:43122", + "issue:43208|issue:46894", + "issue:43097|issue:44493", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:43931|issue:44038", + "issue:44360|issue:46172", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:42886|issue:46981", + "issue:43531|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:45588", + "issue:43874|issue:44263", + "issue:45753|issue:46369", + "issue:44410|issue:45375" + ], + "prepared_review_unit_hash": "6e635d71852f64017ae8dfbf4311387031056ba39088305ce8c599e8a8f3bf55", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36568, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous; the soft-similarity pairs mostly share only subsystem keywords, not the same concrete bug. I would reject all soft edges and avoid choosing a single canonical issue for the whole set.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: these items span unrelated regressions and model-specific failures, with only loose overlap around Transformers v5/load-path topics.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best representative issue stands out; any choice would be arbitrary because the candidates are not one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizer behavior, but one is about SGD args being ignored and the other about an extra optimizer step under DeepSpeed; different bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for a config utility and an audio feature-extraction issue are unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM-related internals, but one is a torch.split/indexing bug and the other is a RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a decoder-type mismatch and the other is changed tokenization output; too different to merge." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and failure modes: xLSTM training bugs vs a CohereASR double-shift loss bug." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is an API removal and the other is unexpected position-id keys; not the same root cause." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init policy and HF_ENDPOINT 429 retry behavior are unrelated issues." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a load-time shape mismatch and the other is missing projections in a different architecture variant." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty chat-template list crash and a streaming pipeline regression are different failures with different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch-count support and missing rms_norm_eps are different multimodal/model-config bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a request acceptance problem and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Saving shard size behavior and a Qwen3.5-MoE from_pretrained error are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific unsupported-feature reports for different architectures." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM DSA indexing/split handling and deepseek-v4 transpose behavior are unrelated code paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-family loading issues, but one is a weight-shape mismatch and the other is a broader v5 compatibility bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor-transpose issue are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention Flash Attention, but one is an integration crash and the other is training degradation with FA3; different concrete problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a compiler warning and the other is a model-loading dtype propagation bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed config field, the other is gguf_file breaking model/tokenizer loading; not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps and a GLM-5 RoPE implementation bug are different model-internal concerns." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A torchvision-dependent AutoProcessor crash and a testing_utils bug are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Offline cache loading failure and repeated 429 retries via HF_ENDPOINT are both hub-related, but they are distinct failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing_utils." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are load-time regressions, but one is a mapping-name None assumption and the other is a model-specific failure for physical-intelligence/fast." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config field and a flash_attention.py AttributeError on s_aux=None are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing get_number_of_image_patches and torch.split return-value handling are different bugs in different model classes." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop behavior on one image and SAM3-LiteText memory overflow are unrelated symptoms and code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes field in a different config are separate model-definition issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43827", + "issue:43873", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:47116" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43673|issue:46123", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43208|issue:46897", + "issue:46655|issue:46664", + "issue:44062|issue:44117", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:42890|issue:46298", + "issue:43012|issue:46821", + "issue:43986|issue:44484", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:46172|issue:46710", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:45712|issue:46298", + "issue:43012|issue:43550", + "issue:43992|issue:44484", + "issue:43827|issue:47116" + ], + "prepared_review_unit_hash": "6326768f377e19e1796095adaffbaa484b3d0dfbf3352706a168308d4a04731e", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36736, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft pairs share broad subsystem themes, but they do not describe the same underlying bug or change. No soft edge should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the strongest representative issue here: it is a concrete, high-impact training-state regression with a precise config and clear failure mode, making it the best anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 has the best triage value as a canonical issue: specific reproduction, serious correctness impact, and a well-bounded fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek-family models, but one is an implementation divergence and the other is a dtype/transpose bug in a different model path." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both mention chunked/prefill or generation behavior, but one is a cache initialization issue and the other is a pipeline batching bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different model families and different missing pieces: a general v5 bug vs missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve unrelated symbols from different packages/modules and different root causes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is optimizer-state corruption under FSDP/PEFT; the other is quantized model serialization after save/load." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both involve training infrastructure, but one is incorrect optimizer state on ranks and the other is Liger kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both affect processor/model loading, but they fail for unrelated dependency/import reasons and different processor paths." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Both are training bugs, but one is a cluster of xLSTM issues and the other is a Florence2 double-shift loss issue." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model area, but one is a padding calculation bug and the other is a semantic mismatch for num_frames; not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Different tokenizer failures: AddedToken argument collision versus TOKENIZER_MAPPING_NAMES unexpectedly returning None." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "A noisy log message is unrelated to an IndexError in apply_chat_template on empty input." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols in different modules and separate breakages." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is wrong optimizer state placement during training; the other is offloading behavior under quantization." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a logging-noise issue." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning and a TimesFM window_size AttributeError are different bugs with different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading dependency failure and shard-size default behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions and a DiffusionGemma pipeline failure are separate issues." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different loading bugs." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A model code-path dtype/transpose bug is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both involve processor-related code, but one is kwargs propagation and the other is docstring parsing under future annotations." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failing after train and inability to import Trainer due to datasets are unrelated failure modes." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for a specific checkpoint and a streaming pipeline regression are different problems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling behavior in GPT2 backends and cache lazy-init recompilation under chunked prefill are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and a backend mapping error for tensorflow_text are separate compatibility issues." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Training optimizer-state corruption and a streaming pipeline regression are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A save/load failure for dequantized Ministrals/Devstrals is unrelated to Qwen3_5 infinite looping on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention save_pretrained, but one is about model dequantization persistence and the other about saving Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy classes and repo hygiene; right is a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during bfloat16 compilation and a Bamba torch.compile SDPA failure are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default in save_pretrained." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and a runtime streaming pipeline regression are 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": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46077", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:43012|issue:44368", + "issue:43066|issue:43906", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:44734|issue:47116", + "issue:45584|issue:46365", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42890|issue:47059", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43618|issue:44380", + "issue:36010|issue:42757", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43208|issue:43526" + ], + "prepared_review_unit_hash": "0914937f7f8a6a524bc22e137f519374e3c75b95433b358e8782f6dba1455dde", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36539, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad terminology (v5, import errors, save/load, model families) but not the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this cluster well; the items are mostly unrelated standalone bugs, so there is no safe duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43064 is the strongest standalone representative because it describes a concrete, reproducible failure with a specific stack (Trainer v5 + FSDP2 + PEFT + cpu_ram_efficient_loading) and a clear bad-state symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are different warnings in different contexts: bfloat16 compile precision vs tie_word_embeddings in ms-swift." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "43906 is only a reproduction of another issue and does not establish the same concrete bug as the tokenizer decoder-type regression in v5." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model-specific Flash Attention support bug and a Python version compatibility issue are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "These concern different models and different failures: xLSTM training bugs vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and pipeline save_pretrained are distinct code paths and distinct bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different models and different attention issues; no evidence of the same underlying defect." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "One is a serve KV-cache indexing crash, the other a streaming pipeline regression; too different to treat as one bug." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API warning and a noisy logging message are not the same bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Ignored GPT2 attention scaling and AttentionInterface.register behavior change are different functionality changes." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and different failure modes; no shared code-path bug is evident." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import resolution are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve MoE/FP8, but one is save_pretrained and the other from_pretrained; they do not clearly describe the same bug." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "These are different warnings in different subsystems; no duplicate relationship." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Import errors from different packages and symbols are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "A flaky model test due to missing set_seed is unrelated to a CLI regression from huggingface_hub 1.22.0." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are entirely different issues." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to a zero-loss classification bug." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "A distributed optimizer-state corruption bug and a GPT2 attention-scaling bug are not the same underlying defect." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Backend installation metadata and an import-time Trainer conflict are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched processor padding behavior are different layers and different failures." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import symbol and local_files_only network leakage are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing attentions in CLIP output and GPT2 attention-scaling behavior are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated symbol-resolution issues." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize and Gemma4 bidirectional attention masking are separate model behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related regressions, but one is attentions missing and the other hidden_states missing; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a bug report for Qwen3-VL-Moe support in v5, the other is fp8 inference support; not the same issue." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure and pipeline save_pretrained failure are different save paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44246", + "issue:44355", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46050", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:46077|issue:46512", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:43867|issue:46202", + "issue:44393|issue:47000", + "issue:44355|issue:44855", + "issue:36296|issue:43575", + "issue:43010|issue:45850", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43992|issue:45478" + ], + "prepared_review_unit_hash": "62a36abaf16263be1193a2fea41d548fe8257b1cd6d18514074d0069f3008ba0", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37784, + "estimated_input_tokens": 9446, + "estimated_eval_tokens": 19148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: model-loading/saving regressions, config-attribute bugs, import-time failures, Python-version incompatibilities, and a few task-specific model issues. There are no PRs. I found only one plausible duplicate-style soft edge around import-time slowness; the rest look unrelated or only broadly similar.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 41669 is the most concrete representative of the import-performance subgroup, with an explicit root cause (model import * usage) and measurable slowdown; it is the only place where a soft duplicate link looks plausible.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the broadest standalone representative of the cluster\u2019s recurring theme of Transformers 5.x breaking model loading, even though the overall set is too mixed to treat as one true duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3VL MoE loading vs sorted state_dict loading error." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Config propagation bug vs Trainer import failure caused by an external datasets dependency conflict." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention unsupported error and invalid GenerationConfig are unrelated code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation and Gemma4 bidirectional attention masking are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading with base_model_prefix is not the same as saving Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output are unrelated model-specific attrs." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and stdout doc-lint noise are different import-time problems." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline save_pretrained failure is not the same as quantized model roundtrip breakage." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility issues with no concrete shared failure path." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config field vs invalid optional post_init rule are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load bug and Qwen3.5 save_pretrained regression are different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing config attribute and special_tokens type error do not share the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Attention-mask semantics vs stale config dtype after from_config are different issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing config attrs, but they are different models and different missing fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug and cache strategy typo are not the same change or defect." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Decorating cache update with no_grad is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 embed_tokens loading bug and Qwen3.5 MoE from_pretrained failure are different model-specific failures." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import dependency issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug and variable-length position_ids bug do not overlap." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate decoder_attention_mask error and tokenizer loading regression are different problems." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading issue and Gemma pipeline roundtrip issue are different bugs." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination and RTDetrLoss infeasible cost-matrix crash are not the same failure." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Generic compiled-file import errors and Python 3.13 @torch.jit.script parsing failure are distinct." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are related only at a broad subsystem level, not the same defect." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache no_grad proposal and a vague version-wide complaint are too broad and not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load regression from sorted state_dicts is unrelated to a missing Qwen3.5 vision config field." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both point to transformers import-time slowness; 41669 gives the concrete root cause (import * in models) and 44246 matches the same symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment regression and patchtsmixer post_init allowance are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about the cluster being heterogeneous, correctly notes there are no PRs, and only one soft edge is accepted with a plausible shared import-slowdown symptom. The rejected pairwise verdicts are generally cautious and do not overclaim duplicate status from title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47110" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42898|issue:46664", + "issue:44222|issue:45125", + "issue:43723|issue:44556", + "issue:44734|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:45850|issue:47110", + "issue:43824|issue:46617", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43827|issue:44961", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:27957|issue:33453", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071" + ], + "prepared_review_unit_hash": "a34e5e572b471f2b79fe321edc1efcaeafd4d92ce638b9e570ab575d89330f73", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37813, + "estimated_input_tokens": 9454, + "estimated_eval_tokens": 19164 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated; they loosely share a Transformers v5 regression theme, but none of the soft pairs look like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44556 is the clearest concrete v5 regression in the set: a checkpoint that worked in 4.57 no longer reloads in 5.2/5.3. It is specific, reproducible, and a good anchor for the broader upgrade-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the most actionable representative issue here because it states a concrete version-to-version loading breakage with a clear user impact; several other issues are either narrower implementation bugs or unrelated regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Import-time PyTorch dependency failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP/v5 behavior, but one is an attentions assignment bug and the other is a model-structure inconsistency; different code paths and fixes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken argument collision are different bugs in different parts of the stack." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SAM HQ test seeding issue is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both mention tests/CI, but one is missing set_seed and the other is a stale device override; not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup semantics and video num_frames semantics are separate behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained moe bug and missing _tp_plan for tensor parallelism are distinct MoE issues." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload regression overlap on v5, but the affected paths and symptoms differ." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network-request bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to loading a remote-code model from cache." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and dummy Conv2d in Sam3PixelDecoder are unrelated implementation changes." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint that v5 breaks many models is not the same as the specific special_tokens list/dict error." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2.5-VL export and cache FileNotFoundError are different loading failures." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command and AttentionInterface.register behavior change are unrelated features." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE loading, but one is specifically missing tensor-parallel plan while the other is a broad from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory/OOM regression is unrelated to checkpoint reload breakage." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow finalization bug is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan and missing vision config field are separate Qwen3.5 MoE issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated racoon issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and data-filter slowdown after upgrade are different symptoms and code paths." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "SentenceTransformers loading stall and forward-method documentation confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only request leakage and FP8 MoE save_pretrained are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful relation between offline-file handling and racoon." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing-vision-backend processor handling are different multimodal issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both involve generation internals, but no_grad decoration and sync_gpus update ordering are different defects." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor parallel training are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage in dev0 and v4.57-to-v5 reload failure are both version regressions, but not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate UnboundLocalError and documentation confusion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type-checking breakage are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken env command are different regressions." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are unrelated v5 changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + 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"issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:44230|issue:46095", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492" + ], + "prepared_review_unit_hash": "5e41d55c724000db762e530038bee8519232d98a0f3939e400ed28702a6799f7", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37641, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated import, config, CLI, cache, and model-specific regression reports. There are no PRs here. The broad v5-regression umbrella is the only plausible anchor, but most soft links are not duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: a general report that Transformers 5.0 breaks many models. It is generic, but it best matches the cluster\u2019s recurring v5-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most suitable cluster anchor because it is the most general regression report and can absorb several v5-related complaints, even though it is not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both are CLI/runtime breakages, but one is a broken `transformers env` command and the other is a Hugging Face Hub completion API change; different code paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about `input_ids`/`past_key_values` is unrelated to an import error for `layer_type_validation`." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "`racoon` is too vague to link to the Gemma-4 audio positional encoding bug; no shared concrete failure mode." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "`transformers env` CLI failure and missing `Qwen2_5_VLForConditionalGeneration` import are separate regressions." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder `racoon` report." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in `model_init` and a DSA indexer ReLU discussion are different subsystems and bugs." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support for Nemotron is unrelated to the vague `racoon` issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Both are loading/import failures, but one is a missing export and the other is a cache FileNotFoundError; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug and a docs/behavior mismatch for `return_all_scores` are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 missing attribute and trust-remote-code cache loading failure are different model/runtime paths." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer attention, but one is about `**kwargs` propagation and the other about not using the attention interface; related area, not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two separate missing top-level exports (`AutoImageProcessor` vs `PreTrainedModel`) without evidence of one shared root cause." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is about saving and the other about inference support; not mergeable as one fix." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field handling is unrelated to a `special_tokens` list/dict type error." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing `pad_token_id` in `Llama4Config` is a config issue, not the `special_tokens` attribute error." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict loading behavior and `special_tokens` type mismatch are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model/chat issue, not the broad generic v5 regression report." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger kernel application and FP8 inference on B200 are distinct accelerator/model 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"issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading may touch import machinery, but there is no evidence it is the same sys.modules access bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to SmolVLM `num_frames` semantics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing `import *` from models and missing cache in generation are unrelated changes." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D bbox output problems are unrelated to `PretrainedConfig` type checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is a CLI issue and the other is checkpoint reload incompatibility; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box hallucination and infinite looping on a specific image are different Qwen3-VL failures." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_id` field is too specific to be the same as the broad 'v5 breaks too many models' umbrella." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a weight-conversion-script question for deepseekv4 are unrelated." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload breakage after v5 upgrade and remote-code meta-initialization incompatibility are different upgrade regressions." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLm missing `pad_token_idx` is a model-specific config regression, not the generic v5 breakage umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as the broad v5 regression report." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Broad v5 regression complaints and a Hugging Face Hub CLI compatibility failure are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43704", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44492|issue:46328", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:44655|issue:44861", + "issue:43976|issue:47177", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:46218|issue:47177", + "issue:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:43352|issue:46218", + "issue:44351|issue:46218" + ], + "prepared_review_unit_hash": "42da721a7de620d2124edde221ccf266eb2f8a2a9020b11ad2240110545e3cc8", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 51, + "serialized_chars": 42303, + "estimated_input_tokens": 10576, + "estimated_eval_tokens": 21408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers issues that only share broad themes like import/loading, model config, and processor behavior. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:41669 is the most central anchor in this noisy cluster: it is concrete, broadly impactful, and has several nearby import/startup-related similarities, making it the best representative issue despite the overall heterogeneity.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best single issue to represent the cluster because it is specific, actionable, and closest to the small group of import/performance-related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance/import-* theme overlap, but one is slow model import and the other is a missing symbol import error; different bugs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different code paths: model type mismatch warning vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention loading/import, but one is intermittent import slowness and the other is lazy-loading failure; not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated test flakiness vs scheduler kwargs handling." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command bug vs shell command-substitution allowlist bypass; different security areas." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and 2D bbox hallucination are distinct model issues." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific position_ids buffer error vs a generic bug report placeholder." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch is unrelated to the generic bug report." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL bbox output bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Slow import due to import * usage vs missing HybridCache symbol; different failure modes." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; same word, different subsystem." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance issue vs a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9/3.10 compatibility vs module import error for HybridCache." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy vs _get_tied_weight_keys AttributeError." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support issue vs shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs command-substitution security bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer activation bug vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Timestamp calculation bug vs incorrect video padding calculation." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failure are separate issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init/Liger Kernel application bug vs flash_attention_3 training degeneration." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a concrete Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs scheduler kwargs ignored; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE logic vs tar/zip-slip RCE vulnerability." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained problem vs tied-weight-key AttributeError." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python compatibility issue vs archive-path traversal RCE." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding bug vs CohereASR training-loss double-shift bug." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation and scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs missing HybridCache import; no common underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time slowdown vs VRAM leak in multithreaded use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad version-breakage complaint vs archive RCE vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model-breakage complaint vs shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different implementation areas." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under dataloader threads vs RoPE implementation discussion." + }, + { + "left": "issue:46218", + "right": "issue:47177", + "accept": false, + "reason": "Missing import symbol vs arbitrary file-write/RCE vulnerability." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating bug vs dtype/transpose issue in deepseek-v4." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network regression vs timestamp calculation bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API migration warning vs VRAM leak in threaded inference." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General version breakage vs missing HybridCache import." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation vs missing processor save files; different processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in indexer vs audio positional encoding bug." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "rms_norm_eps precision discussion vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching for audio models vs deepseek-v4 weight-conversion question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs VRAM leak under multiple dataloader threads." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support error vs missing HybridCache import." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a module export issue; different 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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-521", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43618", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "cd749715739de52645e278486bb18d1fa707a572010f55379a76b645dfd58f07", + "component_budget": { + "node_count": 521, + "item_count": 521, + "soft_pair_count": 1919, + "serialized_chars": 995115, + "estimated_input_tokens": 248779, + "estimated_eval_tokens": 497814 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 31, + "serialized_chars": 28322, + "estimated_input_tokens": 7081, + "estimated_eval_tokens": 14418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; most are broad topical similarities rather than the same concrete bug/change. The strongest hub is the Flash Attention 2.0 umbrella issue, but the other flash-attention/model-support items remain distinct.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45250 is the broadest, most umbrella-style issue in the set, and the closest flash-attention support requests hang off it conceptually more than the model-specific alternatives.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45250 is the best global anchor because it is generic enough to subsume related flash-attention support requests without being tied to a single model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Both are AttributeError-style crashes, but in different helpers and different object shapes; not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizer/v5 behavior, but one is a broad migration behavior change and the other a specific decoder-type regression." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weights key handling and CLI completion are unrelated code paths." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "45250 is a broad feature request, while 28348 is a GPT2-specific support ask; not the same concrete change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated title do not describe the same issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated issues." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated issues." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache-strategy text is unrelated to the other issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions assignment and the other title are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures in different areas: tied weights vs chat template/tool-call handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading and an import error are both loading-related at most, but not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor save files are unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but they are separate model-specific support requests." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generation-time decoder_attention_mask crash vs checkpoint load slowness are different problems." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Loading performance and tensor-parallel training are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure and checkpoint load speed are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-API documentation are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is FP8 support and the other is a from_pretrained error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 VL/MoE support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Init-weights behavior in Mamba and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek shared-expert gating are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hinting and tokenizer regex-warning regression are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value usage and loss-kwargs propagation are different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs handling and RoFormer attention-interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different model-specific bug versus tokenizer-wide warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model-specific bug versus attention-interface issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint bug and typo fix are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs propagation and ModernBERT type-hinting are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama normalization question and ModernBERT type-hinting are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and ModernBERT type-hinting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a6f0241f9b48175891e85b7f7a1a89fed61a745401e45415305244df87014502", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are unrelated: one asks for a truncation-from-beginning option, one requests ReduceLROnPlateau-like scheduler behavior, and one asks for Wav2Vec2 word boundary timestamps. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature requests in different components; no shared code-path or underlying bug." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Tokenizer truncation behavior vs learning-rate scheduler functionality are unrelated." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 timing offsets are unrelated topics." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "732d999dd6c696ec584ef414e6e1f2d33d573a7b9f0d38441752cb0268fe7894", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No strong duplicate cluster here. #13244 is about Tapas tokenization, while #15980 and #16618 are both model-loading problems but appear to be different failure modes (private-model auth/error messaging vs loading bert-base-uncased).", + "confidence": 0.93, + "canonical_issue_reason": "#16618 is the most general issue in the set and the closest to a core model-loading failure, but it is still not the same bug as the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative of the only loosely related subset because it concerns a direct model load failure, which is broader than the private-model login UX issue in #15980.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Unrelated topics: Tapas tokenization vs. inability to load bert-base-uncased. No indication of the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model loading, but one is specifically about a bad message when downloading a private model without login, while the other is a generic load failure for bert-base-uncased. Different underlying bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "33eefca004ee94a5a616212adec8e471cc196c57b9e510ab043dc165009db389", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct community-contribution feature requests: one for Flash Attention 2 support and one for GGUF support. They target different capabilities and different code paths, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue emerges because the items request different features. If one must be picked as the representative, issue #33260 is slightly better as a newer, self-contained request, but it does not supersede #26350.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #33260 is the better standalone representative only because it is newer and clearly scoped, but it is not a duplicate of #26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 architecture support vs GGUF support. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:43834|issue:46222", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44365|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:44370|issue:46222", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "1285570c161f188676ca7f2f2f47ccedfa4e7c3f544ef6712bb7cc737a0cbf7d", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15554, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15554, + "estimated_input_tokens": 3889, + "estimated_eval_tokens": 8034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly separate i18n docs-translation issues for different languages; the similarity is driven by shared template wording, not the same underlying request. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical duplicate: the concrete issues are different language translation requests, and the generic placeholder issues are only boilerplate.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the closest generic representative of the repeated template, but it is not suitable as a dedup target because it does not identify a specific language or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; the shared i18n template wording does not make Turkish and the generic placeholder issue the same underlying item." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; Turkish docs translation is not the same issue as the generic placeholder template entry." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a concrete Turkish translation request, the other is only a generic template title; not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Turkish vs Romanian), so these are separate translation issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages (Turkish vs Spanish), so these are separate translation issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic template placeholder; similar wording, but not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request and a generic placeholder issue are not the same concrete change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian), so these are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic placeholder template; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request and a generic placeholder issue are not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder title; similar template text, but not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and the Thai-titled issue do not describe the same language-specific task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-like i18n entries, but there is no evidence they are the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are template-like i18n entries, but the available data does not show the same underlying language request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template i18n issue vs unrelated Thai-titled issue; not the same bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "The titles are identical placeholders, but without explicit target details they could still be separate template submissions; do not assume a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-like i18n issue vs unrelated Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "The Thai-titled issues do not have enough evidence to be the same underlying translation request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "4a1857e5e3687e6eb05fa485c2a8f6102d53e2f9ff1d6ee0195273c048bfa434", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose similarity cluster of model-support requests, not a duplicate set: the items span unrelated models, modalities, and code paths, so none of the soft edges should be merged.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:42503 is the broadest and most central model-addition request in this similarity cluster, so it is the best loose representative; it is still not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Keypoint matcher vs keypoint detector: related domain, but different concrete features and code paths." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher and MiniCPM3 architecture are unrelated requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config and DEIMv2 are different model families and changes." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support: different model type and modality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config and RF-DETR support target different architectures." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are model adds, but RF-DETR and DEIMv2 are different detector families." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different modalities and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Detector support vs sparse-transformer support: different concrete code changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different model additions in different domains." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated feature requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detector support is not the same change as adding NeoBERT." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model-family additions, not one duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work and Qwen3-ASR support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and weight-sparse transformer support do not target the same code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support: different tasks and code." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and feature requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT support is unrelated to the person-named issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are model-related, but ModernVBERT and BERT-like-with-RoPE are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like with RoPE and XiaoMi MiMo are different model families." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like with RoPE is unrelated to the person-named issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model-support requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 target different models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo support is unrelated to the person-named issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a vendor but are different speech directions and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral TTS are different model-specific support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated features." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but Qwen3-ASR and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks and code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and a Granite SWA+sink option are different concrete changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are different model mechanisms." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the person-named issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "10e7005ac8cec75913d3b6eea10a90e63bdcaa97d08be0fe9789e627dfc014aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a docs request about adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. They describe different domains, different actions, and no shared targets or code path.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits well because the items are unrelated rather than duplicate reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative for a duplicate cluster; if one must be kept, issue #46443 is the more active technical work item, but it is not a duplicate of #38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the titles and descriptions point to unrelated work\u2014documentation for an optimization framework versus a Vision RoPE refactor\u2014with no shared files, targets, or concrete bug/change overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "c0df57c22d56b603d255c5e731a0fb45cb2b20a31aba6d9c95c936a347e86d08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for a specific model version. The overlap is only broad similarity in the domain, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", + "accept": false, + "reason": "Different problem types and scopes: decoding implementation vs model/version support. No shared target, filename, or concrete code-path evidence of 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "a4634ffd47212bbf92c7932e2cce448662779da2b6dfa85eecf2e907360015c0", + "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 about different features in the same general optimization area: one is enabling TiledFusedLogitsLoss/FLCE in `from_pretrained()`, the other is integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "#41306 is the more concrete and implementation-targeted request, with clearer API context (`from_pretrained()`) and more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the best representative of the cluster because it is more specific and actionable; #41826 is a separate feature request with a different model component.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different model components and different requested changes: FLCE/logits-loss handling vs TiledMLP memory-footprint integration. Same broad optimization theme, but 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": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "19435f1339699a88700def05e1452dd4d5e28da0115e4646a3a945ec42587d75", + "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 distinct closed issues that only share a broad Trainer/custom-trainer theme. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers; they do not describe the same bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns and code paths: 43598 targets `remove_unused_column` behavior in `Trainer`, while 43600 targets FLOPS counting for custom trainers. Shared Trainer context is too broad to treat as 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": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "693aeeb7325d1e39acdee5470510b2c8ffececb9ee9a15eec6034d36d60d3514", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (Qwen model support in Auto* APIs) but they target different model families and different code paths: one asks for registration of Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical duplicate pair here; the issues request different registrations for different tasks/classes and different Qwen variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader API-registration request and is more general than the sequence-classification-specific Qwen3.5 request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change: Qwen3-Omni AutoModel/AutoModelForConditionalGeneration registration vs Qwen3.5 AutoModelForSequenceClassification support. Similar theme, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "10ef6145743fcee66ed49c9f464346e5dd220f49ec922667327bf8e1b0ffd273", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "\"Fett\" appears unrelated to the three \"huggingface\" reports. The three huggingface issues look plausibly clustered by near-identical titles and close creation times, but the packet does not provide enough concrete evidence to confidently merge any pair as the same underlying issue, so the soft edges should remain rejected.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43845 is the earliest of the three near-identical huggingface reports, so it is the best canonical representative if that cluster is treated as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue candidate because it is the earliest of the repeated huggingface reports and matches the other two by title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "\"Fett\" does not show concrete overlap with the huggingface reports; there is no shared target, file, or description evidence tying them to the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "\"Fett\" appears unrelated to the repeated huggingface placeholder reports, with no concrete evidence of the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful evidence beyond weak similarity suggests \"Fett\" is the same issue as the huggingface reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles are identical and the timing is close, but the packet lacks body, target, or code-path evidence; that's not enough to confidently mark them as the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "These may be duplicate placeholder reports, but only title similarity and metadata are available, so the evidence is too thin to accept." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient here; without shared targets, filenames, or substantive description overlap, this should stay unmerged." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping of the three huggingface issues is plausible, but the soft-edge verdicts are not conservative enough: the packet only provides title similarity and metadata, and every pair is marked deterministic_accept=false. Setting the 43845/43846, 43845/43859, and 43846/43859 edges to accept=true overstates the evidence. The 43835 rejections and choosing 43845 as the earliest canonical issue are otherwise reasonable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "1fc6ebc1d781fd8b0d968091c547f9ff4813cbb45431c520249b2e9620018fd4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all low-signal or spammy issues with no real evidence of duplication. The only clearly similar pair is the two \"\" issues, but even those do not show the same underlying bug/change, just the same generic spam pattern.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam-like issues, but there is no concrete shared bug, feature request, or code path to indicate the same underlying report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: similar spam formatting, but no evidence they describe the same actual issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "\"\" and a documentation enhancement suggestion are unrelated on content and intent." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "A spam issue and a community benchmark tip are different kinds of reports with no shared underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" does not match \"Check out \\\"Google LLC\\\"\" as the same issue; both look like unrelated low-quality submissions." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation suggestion and spam are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A documentation suggestion and spam are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no concrete evidence they refer to the same bug/change; identical generic titles alone are not enough." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam-like issue versus benchmark tip; unrelated reports." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared underlying problem." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam-like issue versus benchmark tip; unrelated reports." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like issue versus \"Check out \\\"Google LLC\\\"\"; no shared 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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "ff8e33ec5c2edc961d0eff78e42221f1ca923389d39f280bd183df9624529856", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates: they have identical titles and a soft-similarity signal, with no differing links, targets, or files shown. #45145 is the better canonical issue because it was opened first and has the only inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the earliest report in this likely-duplicate pair and has the only inbound reference, so it is the best canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep because it appears to be the earliest instance of the same reported topic and has slightly more traction via inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues share the same title and have a soft-similarity match, with no distinguishing links, targets, or files visible, so they likely describe the same report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is plausible, but the writeup overstates the evidence. The packet shows identical titles, similar body lengths, and no differing links/files, but it does not show the bodies are \"highly similar\" or that the reports are definitely duplicates. Please keep the conclusion more conservative (e.g. \"likely duplicate\" based on matching title and soft similarity) and avoid asserting unsupported body-content similarity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6adfb889546148031671c9180c2d58ea7ff902fc4b779311c0786dd37193c3c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues do not look like duplicates or even related bug reports; they appear to be unrelated personal-name/date entries with no actionable content. No canonical issue is appropriate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Titles contain different names and birth dates, with no shared problem statement, component, or reproduction details. This looks unrelated rather than the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "20ee60cc6f1fd0bb6ba069869bcf42fb212342b25f6ba0aee6aebd6b2afed93f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated name/date entries with no bug-report content, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity (both are short personal-name/date strings); there is no shared technical problem, repro, or issue target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "7ab4f6a8741ede62e0907da82f953a212e9aa83a89fc963de18f1dd3b79d1b83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model implementation, while the other asks for FP8 training support. They should not be clustered 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": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests and code paths: model-class support for token classification versus numeric-precision/training infrastructure support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "ac5e45329cb1d5b05e1c88a1d92097aa3e0ed02edaae59ebac199edfe2640b3d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two exact duplicate issue pairs and one unrelated dataset promo issue. The duplicate pairs are the two \"Example: Financial time series prediction with DataForge\" issues, and the two \"DataForge: Financial time series + scraping service\" issues; the dataset bundle issue is not the same underlying request.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45870 is the best canonical anchor: it is the earliest of the exact duplicate \"Example: Financial time series prediction with DataForge\" pair and has a generic, representative title. The dataset bundle issue and the scraping-service pair are separate concepts.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the most suitable issue to keep as the representative record because it is an exact duplicate of 45871 and appears earlier than the other duplicate pair, making it the cleanest dedupe anchor in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle listing vs an example/tutorial for time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset promotion vs an example issue; same broad domain but not the same request/bug." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title/body duplicate of the same example issue; clearly the same underlying item." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different feature scope: generic example/tutorial vs a more specific scraping-service integration request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "They share the financial time-series theme, but one is an example issue and the other is a scraping-service request; not the same underlying change." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title/body duplicate of the same DataForge scraping-service request; same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the two identical-title Example issues are the clearest duplicate pair, the two DataForge scraping-service issues also match each other, and the dataset bundle issue is reasonably treated as separate. The canonical choice of 45870 is conservative and supported by creation time plus exact title match with 45871. No clear overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "0574eb917bbcd566a904a795bedd2aa4f85e1b55ae45a40dc66cfe94e02ccd05", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look related to static-cache / linear-attention failures, but they describe different concrete breakages: one is shape corruption in early initialization, the other is a Qwen3.5 KeyError for `linear_attention`. I would keep them separate rather than merge as duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 46439 is the more general and technically specific report: it names the failing path (`early_initialization`) and the resulting shape corruption / RuntimeError, which makes it a better anchor for this cluster if they were to be grouped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative because it describes the broader underlying static-cache/linear-attention initialization problem rather than one model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both involve static cache and linear attention, but the reported failures are not the same concrete bug: one is wrong shapes from `early_initialization`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. Shared subsystem alone is not enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "d913551f18215f8a656130e70b47063ef9a7c97fa1ac4f0b927f33d50f4f8c20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token bug. #46552 is the better canonical issue because it is open, has inbound references, and is the active duplicate target, while #46551 is a closed near-identical duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "#46552 is the better canonical issue because it is open, has inbound references, and appears to be the same report as #46551 with the same title and highly similar body.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue candidate: it is the active open report, already has inbound references, and appears to duplicate #46551 closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and highly similar report details for the same tokenizer bug; they appear to be duplicate issues about the same underlying problem." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of #46552 is well supported by the packet (identical title, soft_similarity=1.0, open state, and inbound references). However, the reasoning overstates the evidence in a few places: the packet does not prove the bodies are identical, only that body lengths match and the pair is highly similar; similarly, 'matches the duplicate report exactly' is stronger than the evidence. Please phrase this more conservatively, e.g. 'appears to be the same report' or 'near-identical duplicate.'" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "b861600f67934e98f572d0974211d977a811c3208a6037d427fe9956a70596ed", + "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 only broadly related to object-detection training. One reports a tensor-size mismatch, while the other reports out-of-memory after several epochs in RT-DETR v2; they do not look like the same underlying bug.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #46657 is the more concrete, specific failure report (tensor mismatch) and is a better anchor for a duplicate cluster than a vague training resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#46657 is the clearest representative issue because it describes a distinct, actionable error rather than a general training instability symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes: tensor shape mismatch vs. out-of-memory after epochs. Broadly same training area, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "75cfc33f2593f1ad8a73a7bc082cbd152b8ac696198323c654e33db09e888ccc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite multimodal model, while the other is a 4-bit device_map/max_memory dispatch-to-CPU failure that raises ValueError. They share only a broad theme of model loading, not the same bug or code path.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the reports describe different failure modes in different loading/dispatch paths (ZeRO-3 sharding vs 4-bit auto device mapping).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the most representative report, 46822 is more specific and actionable, but it is still not a duplicate of 46823.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: the titles and descriptions point to unrelated bugs and different code paths; similarity is only at the generic model-loading level." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-16", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265" + ], + "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:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47227|issue:47256", + "issue:47227|issue:47265", + "issue:47102|issue:47227", + "issue:47256|issue:47265", + "issue:47102|issue:47256", + "issue:47102|issue:47265" + ], + "prepared_review_unit_hash": "15ddd57ee354533dd9192500603a5afc55d71a562ad30f94865ed25da36e05bb", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26579, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26579, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are not true duplicates; they are date-stamped instances of the same recurring triage template for Serge integration failures. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:47265 is the latest open thread and has inbound references, so it is the best representative of this recurring triage series, though the cluster appears to be separate daily reports rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47265 is the most useful representative overall because it is open, latest, and already referenced by other work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Different dated triage reports; the title/body similarity is from a recurring template, not the same underlying issue." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Separate day-specific triage threads, not one duplicate bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring template, but each issue is scoped to a different date and run." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Adjacent triage reports for different days; not mergeable as one issue." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are dated integration triage entries, not the same underlying defect." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Different daily triage issues with the same template, not duplicates of one bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Date-stamped triage reports; similarity is superficial and template-driven." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Separate daily reports, not one shared bug or change request." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same recurring triage pattern, but each issue corresponds to a distinct date." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Different day, different triage thread; not the same underlying failure." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "These look like consecutive triage summaries rather than duplicate issues." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Title match comes from the recurring template, not a single shared defect." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated triage entries; too broad/similar to merge as duplicates." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Different date-scoped reports for the same subsystem, but not the same bug." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Recurring triage thread pattern only; not one concrete issue." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Distinct daily integration-failure triage reports, not a duplicate pair." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same template and subsystem, but each issue is a separate dated report." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different day-specific triage issues; title similarity is not enough to merge." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "These are separate daily triage threads, not one underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Recurring triage summaries across days; not plausibly the same issue." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Date-scoped reports with the same template, but no shared concrete defect." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Adjacent daily triage reports; they are similar by format, not by bug identity." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring title/body pattern, but each issue tracks a different date." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Separate dated integration triage entries; not the same underlying failure." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "These are consecutive triage reports, not duplicate fixes or bugs." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Different day-scoped triage issues; no evidence they describe one bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same recurring template, but the reports are for different dates." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Distinct daily triage threads; similarity is purely structural." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Different date-stamped triage issues, not a single concrete problem." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Recurring integration triage format only; not enough to treat as duplicates." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Separate daily reports with the same label, but not the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring triage series, but each issue is a distinct day\u2019s report." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different date-specific triage issues; no concrete shared defect shown." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Template-driven similarity only; these are separate triage threads." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Not the same issue; just another daily instance of the same triage template." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Both are dated triage reports, not one duplicate bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring series, but each item is a different day\u2019s triage thread." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Daily triage entries with the same template; not mergeable as duplicates." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "These are separate date-scoped reports, not a single underlying change or bug." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "Recurring integration-failure triage reports across different dates." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, different day; no evidence of one shared defect." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Different dated reports in a series; not a duplicate pair." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Separate daily triage issues, not the same underlying bug." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Date-specific triage threads with only template similarity." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Different day-scoped integration triage reports; not duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same recurring series, but each issue represents a distinct date." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "Recurring template across days does not make these the same issue." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Adjacent daily triage reports, not one concrete bug or change." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Separate date-stamped triage entries; no shared underlying defect shown." + }, + { + "left": "issue:47102", + "right": "issue:47265", + "accept": false, + "reason": "These are consecutive daily reports, not a duplicate issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "6dd58ca14ff99eb022e749ed6a2eeb4f9ec1fe97dfae1211197bd9d97717eea4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear to be duplicate reports for the same request: adding RWKV7 model support. No PRs are present.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46983 is a clean canonical choice because it matches the same exact title and there is no evidence it is about a different subcase than #46984.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is suitable as the global issue representative because it is a straightforward duplicate-targeted feature request with the exact same subject as #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title, same feature request, and high textual similarity strongly indicate duplicate issues about the same underlying change request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are closed issues with the same title, and no PRs are present. The soft-pair accept is conservative enough given the strong textual match, and the language stays appropriately qualified with \"appear\"." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "23f3fdaf31dbd2d00c5ed6f7bde53462860bfc89d1971044f926dded180d24c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1625, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues are about AI/LLM-based cybersecurity vulnerability discovery, but they read like separate discussion/report topics rather than the same underlying bug or request. The overlap is broad topical similarity only.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 47015 is slightly more concrete and system-oriented in its wording, making it a marginally better representative of the cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the best single issue to represent the cluster because it most directly names the core concept of an AI-based vulnerability discovery system.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They share a broad AI-vulnerability-discovery theme, but the titles suggest different writeups/angles rather than the same underlying issue; not enough evidence of a true duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "1a0cba51e7d4a7bc5ccd26ad773fd9cb4e68ac3202e1a20a179380d8573607b3", + "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 two issues look like likely duplicates / the same report: they share the exact title, the same body length, and strong soft-similarity. However, the packet does not directly compare the body text, so an exact-duplicate claim would be too strong. Issue 47139 is the better canonical hub because it already has inbound references.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 47139 is the better canonical hub because it has inbound references and appears to describe the same problem as 47138.", + "canonical_pr_reason": null, + "best_issue_reason": "47139 is the best issue candidate because it is the more reference-rich hub for what appears to be the same report as 47138.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Likely duplicate / same report: identical title, equal body length, and strong soft-similarity. The packet does not directly compare body text, so this is a conservative same-issue acceptance rather than proof of exact duplication." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is strongly similar and issue 47139 is a reasonable canonical hub because it has inbound references, but the writeup overstates the evidence. The packet only shows identical titles, equal body length, and soft-similarity; it does not prove the issue bodies are identical or that these are exact duplicates. Please downgrade the verdict to a more conservative 'likely duplicate/same report' unless the body content is directly compared." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-79", + "nodes": [ + "pull_request:44517", + "pull_request:44775", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47129", + "pull_request:47150", + "pull_request:47166", + "pull_request:47173", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47216", + "pull_request:47218", + "pull_request:47223", + "pull_request:47224", + "pull_request:47229", + "pull_request:47232", + "pull_request:47234", + "pull_request:47241", + "pull_request:47243", + "pull_request:47260", + "pull_request:47263", + "pull_request:47266", + "pull_request:47268", + "pull_request:47275" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47124|pull_request:47150", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47150", + "pull_request:47150|pull_request:47266", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47122|pull_request:47266", + "pull_request:47124|pull_request:47266", + "pull_request:47122|pull_request:47124", + "pull_request:47150|pull_request:47224", + "pull_request:47218|pull_request:47260", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47202|pull_request:47204", + "pull_request:47072|pull_request:47089", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47224|pull_request:47268", + "pull_request:47234|pull_request:47241", + "pull_request:46266|pull_request:46957", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:44517|pull_request:47082", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47173|pull_request:47268", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202" + ], + "prepared_review_unit_hash": "95a0e5640373b082fd2a39c088fea68db70b4b87ba38851d409d30bbc1319fae", + "component_budget": { + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 123158, + "estimated_input_tokens": 30790, + "estimated_eval_tokens": 61836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed set of unrelated PRs. Only a few soft edges look like true duplicates: the MPS sinusoidal-embedding workaround cluster, the TimesFM2.5 window_size fix cluster, and the COCO image-loading test refactor. The rest are adjacent but distinct fixes and should stay separate.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46174 is the best canonical PR: it is the earliest and broadest direct fix for the MPS float64 sinusoidal-embedding crash, covering the shared helper across multiple affected vision models.", + "best_issue_reason": null, + "best_pr_reason": "PR #46174 is the strongest representative of the main duplicate cluster because it addresses the core crash across the widest set of affected models with a concrete code-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same MPS float64 crash in build_2d_sinusoidal_position_embedding; 46780 is a narrower model-specific variant of the same fix." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Same helper, same MPS embedding crash, same numerical workaround family; these are overlapping fixes for the same bug." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Both fix the same build_2d_sinusoidal_position_embedding MPS crash across overlapping vision models." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": true, + "reason": "Same TimesFM2.5 window_size bug; one fixes the wrong helper call, the other removes stale config attrs and adds regression coverage." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": false, + "reason": "They overlap in cohere_asr, but 46903 is a broader multi-model PR and not the same single concrete change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": false, + "reason": "Related double-shift fixes, but 46903 also changes PPFormulaNet; these are not the same standalone PR." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and different failures; only both are test-output updates in a broad sense." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Edgetam integration fix vs Whisper generation fix; unrelated code paths." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "MiniMax-M3-VL load_error fix is unrelated to Whisper output mismatch." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47266", + "accept": false, + "reason": "Whisper generation fix vs DeepseekV32 load_error fix; different bugs and code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 bundles several unrelated serge fixes; it is not just the Edgetam original_sizes issue." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and failure modes; no shared underlying bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47266", + "accept": false, + "reason": "Edgetam backbone kwargs issue vs DeepseekV32 offload/load_error issue." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon Mamba output mismatch and DeepseekV32 load_error are unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model families and different fixes." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 includes Whisper plus unrelated tokenizer/Edgetam changes, so it is not the same standalone PR." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": true, + "reason": "Both standardize test image loading to the shared fixture helper and are effectively the same refactor." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix vs Musicgen generate typo; unrelated changes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module tweak and CohereASR loss fix address different problems." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Dropping a docker image builder is unrelated to adding exporter dependencies." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "JSON-schema enum handling and AqlmConfig error-message text are unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder comment cleanup is not the same as removing the CI docker-image workflow." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47263", + "accept": false, + "reason": "get_json_schema crash fix vs auto.register string-key test; different code paths." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both touch Japanese docs, but they are separate wording/translation updates, not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter environment packaging vs exporter code fixes; different layers of the stack." + }, + { + "left": "pull_request:47224", + "right": "pull_request:47268", + "accept": false, + "reason": "47224 is a multi-fix integration-test PR; Zaya cache/test changes are unrelated." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Same broad embedding helper family, but different root causes: MPS dtype workaround vs torch.compile cumsum rewrite issue." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Dino model conversion mapping work and finegrained FP8 generation/quantization work are unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS forward-test reenablement vs RT-DETRv2 converter key cleanup; different subsystems." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese docs wording vs quantized cache documentation update; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "XPU expectation updates for model tests vs Qwen3Next/Videomt test harness changes; not the same bug." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47232", + "accept": false, + "reason": "Audio feature/proc requirement annotations and Switch Transformers error-message cleanup are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test extensions vs XPU expectation fixes; different targets and code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support and CI docker-builder removal are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47241", + "accept": false, + "reason": "CI docker cleanup vs DETR-family compile crash fix; different concerns." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47082", + "accept": false, + "reason": "Qwen3-TTS model addition and RoMa keypoint matcher addition are separate features." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs wording changes vs adding a new model implementation are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Docs-only parallelism updates vs EfficientVit-SAM model addition; not the same change." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47268", + "accept": false, + "reason": "XPU expectation adjustments and Zaya cache/test changes are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors FP8 support and EfficientVit-SAM model addition are separate feature areas." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family models and CI docker-builder removal are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-79", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47093", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47229", + "pull_request:47231", + "pull_request:47239", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255", + "pull_request:47260", + "pull_request:47263", + "pull_request:47268", + "pull_request:47275" + ], + "soft_pairs": [ + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181", + "pull_request:47003|pull_request:47204", + "pull_request:47163|pull_request:47173", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47260", + "pull_request:46836|pull_request:47275", + "pull_request:47204|pull_request:47268", + "pull_request:47260|pull_request:47268", + "pull_request:46196|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:47239|pull_request:47255", + "pull_request:47078|pull_request:47239", + "pull_request:47089|pull_request:47231", + "pull_request:47093|pull_request:47255", + "pull_request:47218|pull_request:47268", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:47089|pull_request:47229", + "pull_request:44517|pull_request:46376", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47181", + "pull_request:47204|pull_request:47207", + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", + "pull_request:47184|pull_request:47260", + "pull_request:47093|pull_request:47163", + "pull_request:46266|pull_request:47216", + "pull_request:47082|pull_request:47108", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", + "pull_request:47078|pull_request:47275", + "pull_request:47077|pull_request:47210", + "pull_request:47175|pull_request:47179", + "pull_request:47231|pull_request:47255", + "pull_request:47166|pull_request:47260", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47210", + "pull_request:47163|pull_request:47179", + "pull_request:47239|pull_request:47275", + "pull_request:47229|pull_request:47231", + "pull_request:47175|pull_request:47263", + "pull_request:46376|pull_request:47218", + "pull_request:46836|pull_request:47218", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47275", + "pull_request:47082|pull_request:47181", + "pull_request:47108|pull_request:47216", + "pull_request:47239|pull_request:47243", + "pull_request:43451|pull_request:44775", + "pull_request:47077|pull_request:47239", + "pull_request:46836|pull_request:47178", + "pull_request:46912|pull_request:47078", + "pull_request:47108|pull_request:47204", + "pull_request:46895|pull_request:47268", + "pull_request:46266|pull_request:46376", + "pull_request:47243|pull_request:47253", + "pull_request:46895|pull_request:47207", + "pull_request:46266|pull_request:47034", + "pull_request:47108|pull_request:47275", + "pull_request:46196|pull_request:46376", + "pull_request:47198|pull_request:47253" + ], + "prepared_review_unit_hash": "864b01898048fa88aefdc8e53eb40bff5d3b976d4a84bc8d240bf4e8c16bc148", + "component_budget": { + "node_count": 79, + "item_count": 79, + "soft_pair_count": 218, + "serialized_chars": 276246, + "estimated_input_tokens": 69062, + "estimated_eval_tokens": 138380 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 138058, + "estimated_input_tokens": 34515, + "estimated_eval_tokens": 69286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated model-add PRs, doc wording tweaks, exporter/test maintenance, and backend-specific fixes. None of the soft edges look like true duplicates or safely mergeable into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR stands out. The closest representative is 47179 because it is a full model-support PR with docs, auto-registration, and tests, but the surrounding items are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "47179 is the best standalone representative if one must be chosen: it is a substantial self-contained model-add PR with an explicit issue link and broad integration changes. It is still not a duplicate anchor for the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test updates vs. Granite/GraniteMoe model support; different change and code paths." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE model addition vs. Cosmos3 Edge model addition; unrelated architectures." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "OpenVINO exporter implementation vs. torch-light dependency setup for exporter tests; not the same fix." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Paged-attention XPU test coverage vs. expectation updates across tests; different test issues." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model add vs. EfficientViTSam model add; separate model integrations." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "SDPA dispatch support for wav2vec2-family audio models vs. packed varlen attention routing; distinct attention problems." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU flash-linear-attention availability check vs. XPU paged-attention tests; unrelated backends and codepaths." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Config property return-type change vs. Aqlm error-message wording; no shared bug/change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Continuous batching multimodal support vs. test image fixture refactor; not the same underlying change." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model support vs. EfficientViTSam model support; different model families." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47268", + "accept": false, + "reason": "Exporter test dependencies vs. Zaya test auto-fix; unrelated maintenance." + }, + { + "left": "pull_request:47260", + "right": "pull_request:47268", + "accept": false, + "reason": "COCO image-loading standardization vs. Zaya test fixes; different test suites and goals." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Both touch attention infrastructure, but one is SDPA dispatch support and the other is backend availability gating; not the same fix." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "Aqlm error-message cleanup vs. audio feature/proc requirement annotations; unrelated." + }, + { + "left": "pull_request:47239", + 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unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model integration vs OpenVINO exporter support; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter support vs exporter backend fixes; not the same concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47255", + "accept": false, + "reason": "Molmo2 vs Gemma4 docstring example; unrelated documentation-only changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model support vs Neuron SFT experiment; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47241", + "accept": false, + "reason": "Molmo2 vs DETR-family dtype fix; unrelated." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47096", + "accept": false, + "reason": "Neuron SFT experiment vs OpenVINO exporter; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter support vs DETR-family dtype fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47264", + "accept": false, + "reason": "Molmo2 vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47264", + "accept": false, + "reason": "OpenVINO exporter support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47166", + "accept": false, + "reason": "Molmo2 model integration vs GPTQ/MXFP4 test updates; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47253", + "accept": false, + "reason": "Molmo2 model integration vs tensor-parallel head-plan changes; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 vs Cosmos3 Edge; different model ports." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47241", + "accept": false, + "reason": "OpenVINO exporter support vs DETR-family half-precision compile fix; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47264", + "accept": false, + "reason": "OpenVINO exporter support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenVINO exporter support vs NeuCodec model support; unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenVINO exporter support vs VibeVoice test changes; unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47264", + "accept": false, + "reason": "NeuCodec model support vs DAB-DETR/Grounding DINO dtype fix; unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47096", + "accept": false, + "reason": "Nemotron Omni model support vs OpenVINO exporter work; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "8cab6f2cbf5b0871acb14dae9bb7fe4e40de29e0eef2dbf1a2f3a1c19bf78264", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated feature PRs in different model families: TimesFM covariate forecasting vs DINOv3 image-classification support. They do not look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the more focused, self-contained representative of the cluster; 40755 is a different feature area with broader TimesFM changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the best representative overall because it has a tighter scope and a clearer single-purpose implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 29, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-12", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "222586360c530ac676dec544e1b75aeb49fe2158d288ba4ff19b4c72e7582dbf", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both patch the same helper in the same way for the same issue. Everything else targets different models, utilities, or test-only changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best canonical representative of the only true duplicate pair: it targets the same file and same loss-helper bug, has the explicit issue link, and appears to be the more complete/iterated version of the change.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest representative overall because it is the substantive fix for the shared cross-entropy issue, with explicit tracking issue linkage and more discussion/review activity than the near-identical alternative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method additions vs ExecuTorch dynamic-shape export tests; different subsystems and no shared bug/change path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions for Mistral vs adding MobileLLM; unrelated model features." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding a new model; broad similarity only, not the same underlying change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper change vs Mistral4 test/model work; no shared concrete bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export tests and Mistral4 test fixes are different test areas with different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch dynamic-shape export testing vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model support vs config-resolution fix in core modeling utils; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition and Falcon output-interface refactor are different model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs a model-creation skill/doc/tooling PR; not mergeable as one bug fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output collection refactor vs Mistral4 test fixes; distinct model implementations." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs a CLIP-style `layrnorm` rename mapping fix; different underlying issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs adding a TDT loss kernel integration; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests and `cls.config` resolution ordering fix touch unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs model-creation skill scaffolding; no common concrete code fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs skill/docs/tooling for creating models; not the same artifact or bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to pass supported `cross_entropy` kwargs (`weight`/`label_smoothing`) for the same issue `43240`; they are the same underlying fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The only accepted soft-edge pair, `pull_request:43251` vs `pull_request:43254`, is a conservative match: both edit `src/transformers/loss/loss_utils.py`, target the same issue `43240`, and look mergeable as one bugfix PR. The remaining rejections are appropriately cautious and supported by the differing filenames and change scopes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 29, + "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": "d3907c24b9aacb474e54934915950fa22039a55848c7f57d91b8c675e342d326", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both bump GitHub Actions dependencies, but they target different action families and different workflow behavior. They are related by maintenance theme, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it centralizes core workflow action updates (checkout/cache/upload-artifact) for Node 24 compatibility across many workflows, making it the broader representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative PR in this cluster since it has the clearer, more specific goal and broader scope; PR 42976 is a separate docker build action bump and not a duplicate of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency upgrades, but they change different actions and code paths. 42975 updates core GitHub actions for Node 24 compatibility; 42976 updates docker/build-push-action in docker image workflows. They are not the same underlying change and could be merged independently." + } + ] + }, + "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": 29, + "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": "a4f4642c608978e177fb4403952185e317fa2a3cb84c7655dd87ab2052fedeaa", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition changes. They share some Transformers boilerplate and auto-registration files, but they do not describe the same underlying bug or the same concrete code-path fix, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model (ViT NEPA, Molmo, CTSM, Step3p7) with distinct configs, modeling code, and tests.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplicate triage; the cluster is heterogeneous and the shared files are generic model-registration/docs scaffolding rather than one common change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo) with separate model families and implementations; shared docs/auto-mapping edits are boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions (ViT NEPA vs CTSM); overlap is only in generic Transformers registry/doc files, not the same fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations with different code paths and tests; same subsystem is not enough for duplicate acceptance." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model PRs; despite shared auto/doc infrastructure, they implement different models and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "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": "3ee7d454ee52795c2a61286862008eceb4aaaf093ed9915f3e4d67f35cffd2b5", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "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 true duplicates; the rest are unrelated test, infra, or model-specific changes despite superficial similarity. PR 46922 is the more complete YOLOS fix and is the best representative.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the clearest canonical representative for the YOLOS bug: it directly fixes the device mismatch in the model forward path and also adds the no-split module guard, while 46886 is the narrower precursor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best overall PR choice because it addresses the concrete YOLOS device_map='auto' mismatch more completely than 46886 and matches the same issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenization/test cleanup vs unrelated CLIP/ViT test edits; same broad area of tests only, not the same bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix is unrelated to FP8 dequant/loading changes in Mistral/quantization code." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper test fix does not match the generation watermarking / FP8 / CI validation changes in 46380." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test work is unrelated to the YOLOS device mismatch fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test assertions in CLIP/ViT are unrelated to CI memory-limit handling for Phimoe integration tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated test files versus FP8/model-loading logic; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to generation validation, watermarking, and model-specific fixes in 46380." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "No concrete overlap: test-only changes in CLIP/ViT vs a runtime YOLOS device placement fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading logic and Phimoe CI memory patch are different problems in different subsystems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Both mention FP8-related areas only at a very broad level; the actual code paths and bugs are different." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Mistral4 FP8/dequant changes are unrelated to YOLOS device mismatch fixes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/watermarking validation and CI CPU-memory patching do not address the same underlying issue." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config validation and YOLOS device placement are unrelated code paths." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "Phimoe integration-test CI setup and YOLOS model runtime behavior are different fixes." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device mismatch with device_map=\"auto\", modify the same model file, and can plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft edge (46886 \u2194 46922) is well supported: same YOLOS file, same issue target, and compatible bugfixes that could reasonably merge into one PR. The other pair verdicts stay conservative because they rely only on superficial soft-similarity with no shared files or targets. The choice of 46922 as the canonical/best PR is also supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "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": "0670c7c7172ceb3556ae860f320e1f2ccfe4fcdd313af28882c449d821f96730", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated debug/test PRs. They do not look like duplicate fixes or mergeable into one change, even though two of them touch workflow files and one shares a test filename.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR is present here; if a representative is needed, PR 43488 is the most self-contained and concrete change (setup/version/dependency tweak plus a targeted test edit).", + "best_issue_reason": null, + "best_pr_reason": "PR 43488 is the best single representative because it is the most localized and specific; the other two are broader workflow/debug PRs with less cohesive code-path focus.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different underlying changes: 43488 alters setup/version/dependency/test files, while 46747 only changes a security-gate workflow trigger. Shared '[don't merge]' framing is not enough." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They touch a shared test file, but the substance differs: 43488 is a setup/version/dependency tweak, whereas 43532 rewires CI/comment workflows and related utilities. Not the same bug/change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both involve workflows, but they fix different code paths and different workflow files: self-comment CI/notification plumbing versus PR security-gate trigger behavior. Too broad to treat 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": 9, + "component_count": 29, + "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": "33b3beea7b431143a7261b9d21d73b7f7c938be0d2a3ef2f89b795514ade278e", + "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 pipeline-addition PRs, but they target different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding and docs updates, yet the concrete code paths and supported models differ enough that they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single PR must represent the cluster, #43613 is the broader and more representative change set: it adds the visual segmentation pipeline across multiple model families, docs, and tests. #43612 is a separate concept-segmentation pipeline with a different scope and model integration.", + "best_issue_reason": null, + "best_pr_reason": "#43613 is the better overall representative because it is the more comprehensive pipeline feature and touches the wider set of integration points. #43612 is not the same underlying change, so it is not a substitute canonical match.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared infra/docs files are expected for new pipeline work, but the model families, task docs, and pipeline implementations are distinct enough that they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "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": "6c5aa3ed4642bf770eee8ff1dd60aeb702363898f6d5c0b0fd68a749005dc906", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated Trainer extension PRs touching the same file: one adds control over gradient-accumulation loss scaling, the other adds an overridable helper for signature-column filtering. They do not fix the same underlying bug/change, so the soft link should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR emerges from duplication: the PRs address different Trainer behaviors and are not mergeable as one change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more representative cluster anchor because it makes a direct behavioral change in training_step and has slightly more discussion, but it is still not a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: one changes loss scaling during gradient accumulation, the other refactors how Trainer derives signature columns for input filtering." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "9dd243ad498d83b2dc607bc23bab77622d061655dbcd92e46611e6721ca782c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same CLI file both address NameError/type-annotation issues around `TypeAdapter`, but they appear to fix different runtime triggers: one is a broader typing/`__future__` cleanup, the other is specifically about `pydantic` not being installed.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the broader earlier CLI typing fix and is the best single representative of the cluster, but it does not subsume the later pydantic-specific guard in 43842.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the most narrowly scoped, explicit fix for the `TypeAdapter` NameError when `pydantic` is absent, so it is the strongest representative for that specific bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Related same-file typing changes, but not the same concrete fix: 43656 broadens annotation handling with `__future__`/typing cleanup, while 43842 specifically guards `TypeAdapter` for the no-pydantic path. They could land separately and do not look mergeable 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": 12, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "b9fda37f65dc539ed5769b897d7581923d13c44a4f83883e60330e2639de54ad", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84121, + "estimated_input_tokens": 21031, + "estimated_eval_tokens": 42318 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76943, + "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 an umbrella of model-specific output-tracing refactors, not true duplicates. The only clear duplicate-like groups are the GPT-Neo PRs (44018/44068) and the GPT-J/CodeGen trio (44066/44085/44722). Most other soft edges should stay separate because they target different model implementations and code paths, even when they share issue 43979.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43979 is the common umbrella tracker repeatedly referenced by these output-tracing refactors, so it best represents the shared work item behind the cluster.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the repeated GPT-J/CodeGen output-tracing refactor: it has explicit issue linkage, touches the core implementation, and sits in the densest duplicate-like subcluster.", + "best_issue_reason": "43979 is the best global issue anchor because it captures the shared standardized-output-tracing initiative across multiple model PRs.", + "best_pr_reason": "44722 is the best global PR anchor because it is explicit about the shared issue and reflects a substantive, concrete implementation in the most duplicate-like subcluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J-related work); same umbrella issue is not enough to call these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors but not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output-tracing logic in the same file and appear to be overlapping variants of the same refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-related work vs EfficientNet; same theme, different concrete implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; not the same underlying bug or change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different code paths, so this is only a thematic match." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different implementations; shared refactor style is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, with overlapping code changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; same broader initiative but different model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different code paths (GPT-Neo vs GPT-J/CodeGen)." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J-related work; not the same change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated concrete implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor vs GPT-J/CodeGen refactor; same theme, different model." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model codebases." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; no shared concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and different output plumbing." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J-related work and MGP-STR work are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor vs GPT-J/CodeGen refactor; not the same underlying change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different models; shared issue theme is not enough." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete model refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 do not share the same concrete code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBert are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are distinct model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different concrete implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are different models; same refactor style only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J/CodeGen output-tracing refactors with overlapping implementation changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both appear to be GPT-J output-tracing variants in the same code path and could plausibly be merged together." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J-related work vs SpeechT5; different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet-related work are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet refactor vs SpeechT5 refactor; not the same underlying change." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are separate model-specific changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are different implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet do not share the same underlying model code." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue/PR choices are supported by the explicit #43979 links and the dense GPT-J/CodeGen subcluster around 44722. The only accepted soft-edge pairs are plausible mergeable variants of the same bugfix (GPT-Neo and GPT-J/CodeGen output-tracing refactors)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "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": "fc6fda530ee673faf019774a980b44e318c739e34ebe14fa9bc2a861522f1d18", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84121, + "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 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are separate model-specific PRs for a shared output-tracing refactor pattern, but they are not duplicates of the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it directly adds standardized output tracing hooks in a single model with explicit _can_record_outputs wiring.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best global representative because it is self-contained, explicit about the new output-capture mechanism, and uses the common decorator-based pattern most clearly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both refactor output tracing, but they target different models (MPNet vs VisualBert) and different code paths, so they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general migration pattern, but MPNet and TextNet are unrelated model implementations; these could not plausibly be merged into one PR as one fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are separate model codebases; these are similar standardized-output refactors, not one duplicate bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert decorator migration and SpeechT5 output-tracing refactor are distinct model-specific changes, with different implementation details and targets." + } + ] + }, + "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": 29, + "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": "9081bb864151ad385132998b63c01fe3719e5c23d3490b57103f632166642cb0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are model-specific output-tracing refactors across different architectures, not duplicate fixes for the same underlying bug or change. 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Shared auto-registration and docs files are boilerplate for adding any new model, not evidence of the same underlying change or 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": 16, + "component_count": 29, + "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": "da08363bc407adc143b8c07203f5a2694e2bbaa1f35c575cb8f0e952999c0487", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they target different layers of the feature: #44979 introduces a generic Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration code. They are not the same concrete change and would not be merged as one PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, user-facing change: it implements the actual n-to-1 kernel fusion flow and touches the integration/runtime path. PR #44979 looks like the foundational API layer rather than the same end-user feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best representative of the cluster because it captures the specific feature being added, whereas #44979 is a lower-level API scaffold that could support multiple future fusion use cases.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but different scope and code paths: #44979 adds a generic fusion API/module-spec abstraction; #45363 adds a specific kernel-fusion integration via KernelConfig. They are not the same underlying change and would not be safely merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "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": "e0fbc803fee770250737ec9051639bbe406e5326d78a52cb140eec859d55189a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same _patch_mistral_regex AttributeError in the same file, with 45317 adding tests on top of the same core code change. They are duplicates/supersets of the same fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it implements the same fix as 45086 but also includes tests and appears to be the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest representative of this cluster because it addresses the same concrete bug and adds test coverage, making it the most complete PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same AttributeError fix in _patch_mistral_regex on the same file path; 45317 is a superset with tests, so these are 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": 18, + "component_count": 29, + "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": "ba5341deffbb6b05b3fd992cfcc523d2579620d336c01d200f794fe0c1dce693", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6064, + "estimated_input_tokens": 1516, + "estimated_eval_tokens": 3288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to Nemotron-H work, but they target different changes: one is a focused refactor/conversion-mapping update, while the other splits/rewires the model into dense and sparse variants with docs and tests. They are not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR because it is the broader, more complete Nemotron-H implementation update, including the model split, auto-mapping changes, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone representative of the cluster since it covers the main end-to-end architectural change rather than just a conversion/refactor subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Reject: 45115 is a narrow inheritance/conversion-mapping refactor, while 45569 introduces the dense/sparse Nemotron-H model variants plus documentation and test updates. They do not fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "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": "e44c3882a4e24a6bb1c80f2e1b5540337006995e490d077b429c4be10a664ba0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related pull requests, but they address different scopes: PR 45415 is a broad type-checking sweep across many `src/transformers/*` files, while PR 45425 adds a few focused typing protocols and related fixes around `modeling_utils` and PEFT integration. Shared files alone are not enough to treat them as the same change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the better cluster anchor because it is the broader umbrella typing sweep across many modules, making it the more representative artifact.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest representative for the cluster because its scope is wider and it subsumes a larger class of typing cleanup work than PR 45425.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-focused, but they fix different concrete concerns: a broad type-checking pass versus targeted protocol/typing additions for `modeling_utils`/PEFT. They do not look mergeable into one PR as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "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": "0dbeadb29a1ac8f7bb9c9be908ed8c4893501fe48a9d34de2bcb5bd6ba812f0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both about expert parallelism, but they fix different concrete bugs in different loading/runtime paths: one targets EP + DeepSpeed ZeRO-3 loading/serialization, the other targets EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related in theme, not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate pair here. If one PR must represent the cluster, #45662 is the stronger representative because it addresses a specific runtime corruption bug with a concrete post-shard handling fix, while #45548 is a separate loading/serialization change.", + "best_issue_reason": null, + "best_pr_reason": "#45662 is the best standalone PR in this cluster: it fixes a concrete EP/FSDP2 parameter overwrite path with focused code changes across the loading stack. #45548 is also valid, but it solves a different EP loading issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve EP and touch modeling_utils, but the bugs are different: #45548 is about DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 is about FSDP2 expert parameters being overwritten by rank-0 broadcast. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 29, + "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": "8ae050a20337be2ccbf7bd4f1ba9bb84c543d991926bd0111d1029e2cb3aacac", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info artifact problem. PR #45645 is the broader, more complete fix and subsumes the core change from #45639, so it is the best representative for the cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the better canonical PR because it includes the core xdist-safe output-file change plus the CI workflow update needed to correctly collect multiple captured_info files, making it the more complete solution.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the strongest overall PR for the problem: it fixes the artifact collision in the code path and also preserves CI debug log collection, whereas #45639 only addresses the library-side portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They address the same concrete bug: xdist collisions around captured_info output. #45645 builds on the same fix and adds the corresponding CI artifact handling, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "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": 23, + "component_count": 29, + "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": "c184693d2759cfedc589a5b892e7c3ae15d9e7260b438e532c0a070f63e82cbb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests overlap in distributed-model files, but they are not the same underlying change. PR #46126 is a focused EP/router + trainer integration feature, while PR #46269 is a broad distributed branch base touching many unrelated areas and CI setup.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate canonical PR: #46126 is the focused feature PR, while #46269 is a broad branch-base integration with many extra changes, so the shared files look incidental rather than evidence of the same change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the better canonical artifact for this cluster because it is the more specific, coherent change; #46269 is too broad and includes many unrelated edits, making it a poor duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here. #46126 targets EP/router and trainer integration, while #46269 is a large distributed-base PR spanning FSDP, CI, configs, generation, MoE, and more. They do not appear to fix the same concrete code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 29, + "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": "1ee893c9984bc1b631d90a5b7a14ac735848c891757cc24755e74ee4ff099bad", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26675, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated workflow-maintenance PRs. The only tight grouping is around `.github/workflows/pr-ci-security-gate.yml`, but those PRs make different changes to different parts of the same workflow rather than fixing one identical bug/change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the most substantive and representative workflow-security change in the cluster; it actually changes gate behavior, whereas the other related PRs are smaller, orthogonal tweaks to the same file.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best single representative of the cluster because it makes the clearest concrete fix in the shared security-gate workflow and is more central than the other scattered CI chores.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behaviors; one updates self-comment CI command passing, the other hardens PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes in different files; these do not fix the same underlying problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI argument handling is unrelated to the reusable-workflow security note in PR CI gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different file and different concern; no shared concrete bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "These touch different CI workflows and address different command-safety issues." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening is unrelated to benchmark dispatch conditions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and different fixes; anti-slop permission scoping is not the same change as SSH-runner hardening." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "These are separate workflow updates with no shared code-path problem." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different security concerns; not the same bug or change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "SSH-runner environment cleanup is unrelated to PR CI gate approval/permissions changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chores, but they modify different files for different triggers and are not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflow behavior in different files; no common underlying issue." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions and build-ci docker image trigger handling are separate changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different purposes; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "These are unrelated workflow updates in different CI paths." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Assign-reviewers checkout ref and build-ci image message parsing solve different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No same underlying bug; one is reviewer assignment setup, the other is PR CI security gating." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and build-ci docker trigger handling are separate workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different runtime paths; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build-ci image trigger parsing is unrelated to PR CI gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and distinct fixes; no single concrete bug." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but the diffs change different parts of the gate (security checks vs approval permissions); too different to treat as the same fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same file, but one adds active gate logic while the other only documents safety; not the same underlying change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different edits to the same workflow file; one adds checks, the other changes secret handling, so they are not the same fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both are in the same workflow, but one changes permissions/approval flow and the other adds documentation comments only." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file but different concrete changes: approval permissions vs secrets inheritance removal." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "One adds explanatory comments, the other changes actual secret handling; not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and unrelated workflow behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening is unrelated to PR CI gate commentary." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Build-ci docker trigger parsing and PR CI gate secret handling are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security controls; not a duplicate 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": 29, + "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": "57915401fa3558055a373f12096ed43db711c36c4c68ef3c895a83d66857dc70", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests: one fixes CodeLlama decode-time space stripping, the other fixes DeepSeek tokenizer-class resolution in AutoTokenizer. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches address different bugs in different tokenizer code paths and are not mergeable as one change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative because the items are not duplicates or close variants; they target separate subsystems and failure modes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different problems and code paths: CodeLlama decoder initialization/space stripping versus AutoTokenizer checkpoint-prefix routing for DeepSeek models. They would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "dc52cb88279c6c864d6d612451214700e0183514e066b7fad05150abc49877bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context decode/perf regression in `modeling_flash_attention_utils.py` and the same upstream issue (#46693); PR #47215 appears to be the broader, later follow-up that subsumes the narrower fix in #46696.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the better canonical PR because it addresses the same regression with a more complete fix path and adds test/benchmark coverage, while #46696 is a narrower patch for the same code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the strongest representative of the cluster: it fixes the FA2 long-context perf regression more comprehensively and is more likely to stand in for the full change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context decode/performance regression in the same file and issue; #47215 looks like a broader superseding fix rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "aa56a708111cc30e3cfdbdb3c78ca5a40cc73590bb1d426b1fa9ffa5835ee52c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs both concern padding-mask handling, but they fix different bugs in different code paths: #46773 addresses batch-size-1 masking being skipped in linear-attention models, while #47087 fixes recurrent-layer masking being skipped on continued forwards/chunked prefill/cache continuation.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47087 is the stronger canonical PR candidate because it has an explicit issue target, a focused fix in masking_utils, and broader test coverage for the recurrent-mask regression. #46773 is a separate linear-attention batch-size-1 bug.", + "best_issue_reason": null, + "best_pr_reason": "#47087 is the best PR representative for the cluster because its bug report is explicit and its change is narrowly tied to one concrete masking regression. #46773 is related only at a high level and should not be treated as the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Reject: they touch related masking logic but fix different underlying issues and different model families/code paths. #46773 is about skipping padding masks for batch size 1 in linear-attention models; #47087 is about recurrent attention masks being skipped on continued forwards/cache continuation." + } + ] + }, + "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": 29, + "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-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "dd98574d4102fa35f582da1a03088810fe35abf426f1e2a29f91ae65e8bb6cbd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11589, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11589, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all in neighboring multimodal/generation areas, but they address distinct bugs and code paths. None of the soft similarity links look like true duplicates or mergeable into a single PR.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifacts are present. Among the PRs, 47074 is the best cluster representative because it has the broadest visible scope in a common pipeline path and the most discussion/review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest standalone representative: it fixes a concrete pipeline input-key bug, touches both implementation and tests, and sits at the center of the multimodal pipeline theme in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different fixes: 47032 changes stop-sequence handling in image-text-to-text generation, while 47197 changes batched postprocessing for Qwen Omni models." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both concern multimodal inputs, but one normalizes AnyToAnyPipeline key names and the other validates Gemma4 audio placeholder construction; they are different bugs and code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "47074 fixes input-key normalization in AnyToAnyPipeline, whereas 47197 fixes batched decoding/postprocessing in Qwen Omni processors; same broad area, not the same change." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "47074 is about multimodal pipeline input mapping; 47195 is about candidate decoding length capping in generation. No shared underlying bug." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "47195 adjusts prompt lookup candidate length limits, while 47197 fixes batched text postprocessing for Omni processors; unrelated concrete problems." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "ce54e27fae523b0dd2c8027e67df8fc9695d67157930c8024e9006b24e6d868e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one fixes loss scaling with label smoothing under gradient accumulation, while the other adds/validates `min_tokens_to_keep` in Top-H sampling. They touch different code paths and would not plausibly merge into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the more canonical representative because it is a focused bug fix with an explicit issue target and a clear training-related code-path change; 47262 is a separate generation feature/behavior change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the best representative of the cluster only in the sense that it is the clearer, more bug-oriented change. PR 47262 is not a duplicate and belongs to a different subsystem and problem statement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different underlying problems and code paths: 47261 changes trainer label smoothing/gradient accumulation loss scaling, while 47262 changes TopHLogitsWarper behavior around `min_tokens_to_keep`. No shared concrete bug or mergeable combined fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/manifest.json b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6964657b5f9ad82f5abac22966ca83232faa4c78 --- /dev/null +++ b/snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260712t180021z", + "artifacts": { + "hybrid": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-12T18:10:59Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260712T180021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260712T180021Z/manifest.json b/snapshots/20260712T180021Z/manifest.json index c93d35ece3b6644a019833e174c90a9a1a73978d..8e818af4324f5294db55db0722bdb5723e841822 100644 --- a/snapshots/20260712T180021Z/manifest.json +++ b/snapshots/20260712T180021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 172 }, "extracted_at": "2026-07-12T18:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260712t180021z", + "runs": { + "hybrid-model-20260712t180021z": { + "analysis_id": "hybrid-model-20260712t180021z", + "artifacts": { + "hybrid": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260712T180021Z/analysis-runs/hybrid-model-20260712t180021z/manifest.json", + "model": null, + "published_at": "2026-07-12T18:10:59Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260712T180021Z", "watermark": {