diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 7e62e3fee4869e908142685a9ee730027ac35f10..51bc3c413415c0bdedd40922e4f8d6ffdf952873 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260601T060039Z", - "generated_at": "2026-06-01T06:08:58Z", + "snapshot_id": "20260601T120028Z", + "generated_at": "2026-06-01T12:07:56Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1888,6 +1888,35 @@ ] } ] + }, + { + "cluster_id": "cluster-44027-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44027, + "issue_numbers": [], + "pr_numbers": [ + 44027, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44027, + "right_pr_number": 44029, + "code_similarity": 0.122, + "size_similarity": 0.442, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.221, + "shared_filenames": [], + "shared_file_areas": [] + } + ] } ], "duplicate_issues": [], @@ -1954,6 +1983,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44027-2", + "canonical_pr_number": 44027, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44027-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e5bc9f0e6392900462bfeca791f1a9453b6ebcf9..1d4bdcf75f30803aaf3d0fa0c94383d6d5597342 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": "20260601T060039Z", - "generated_at": "2026-06-01T06:08:58Z", + "snapshot_id": "20260601T120028Z", + "generated_at": "2026-06-01T12:07:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -136,12 +136,12 @@ "issue:44589|issue:46304", "issue:45237|issue:45901" ], - "prepared_review_unit_hash": "df2da42a21c2ca132200e8d735a737a9d4e84ffd93a0e77528a5294eddbf6dfe", + "prepared_review_unit_hash": "a0c29e3fbe0ce9219ed947900dda07734e03eb5142ddc79c476d513e10a90b7e", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -158,402 +158,420 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous. The only clear duplicate family is the ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading failure (43596/43638, with 41762 as a close same-bug report), plus one plausible Qwen3.5 MoE rotary-embedding/offload duplicate (45859/45902). Most other soft links are false positives across different models, APIs, or docs topics.", - "confidence": 0.76, - "canonical_issue_reason": "No single canonical fits the whole mixed set; if one issue must represent the real duplicate family, 43638 is the best pick because it is the clearest ZeRO-3 empty-index loading failure and aligns with the exact duplicate reports around the same bug.", + "summary": "This cluster is mostly heterogeneous: many items share broad themes like ZeRO-3, device/dtype mismatch, or v5 docs cleanup, but they are not the same bug. The only strong duplicate-like pair is the two BERT + DeepSpeed ZeRO-3 index-out-of-bounds reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only clear duplicate family here: the ZeRO-3 empty-index crash during BERT model loading.", "canonical_pr_reason": null, - "best_issue_reason": "43638 is the strongest issue to keep: it states the concrete ZeRO-3 index-out-of-bounds failure clearly, is reproducible, and best captures the main duplicate family in this set.", + "best_issue_reason": "issue:43596 is the best global issue representative because it captures the narrow duplicate cluster most likely to be one root cause, while the rest of the items are mostly separate regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failure surface: config attribute access vs streaming chat/completions inference." + "reason": "Different failures and code paths; only both involve Qwen3.5-family inference." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated model/runtime bugs: AMD GPU failure vs MPS histogram op limitation." + "reason": "Different model/hardware bug vs. MPS histogram op error; too broad to merge." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and code paths; image preprocessor dtype mismatch is not the same as GPT-OSS AMD GPU failure." + "reason": "Different model-specific device/dtype problem from AMD GPU support issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime dtype-related only at a high level; the concrete model/code path is different." + "reason": "Both are dtype/device issues, but on different models and execution paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE/model failures; one is AMD GPU support, the other is an invalid method call." + "reason": "Unrelated model-specific failures; no shared concrete bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model families and different errors; NVFP4 runtime issue is not the same bug as GPT-OSS AMD GPU failure." + "reason": "Same model family only at a very high level; distinct runtime failures." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collectives mismatch and ONNX export failure are unrelated." + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error vs FP8 config failure are different issues." + "reason": "Different model export/runtime issues; no shared fix path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different problems: ONNX export vs auto device mapping CUDA assert." + "reason": "ONNX export vs auto device-map CUDA assert; unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs updates are unrelated." + "reason": "Both are docs-related but about different topics and fixes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different obsolete references and not one concrete fix." + "reason": "Both are v5 docs cleanup, but different removed references and separate edits." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "Export error vs import error; no common code path." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is a different failure than Gemma4 device-mapping mismatch." + "reason": "Different shape/indexing issue vs device-mapping mismatch." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training failures; TRL SFT embedding unpacking is not the same as resume/trust-remote-code issues." + "reason": "Different training/resume problems; only loosely trainer-related." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError/shape-related, but the concrete bug and code path differ." + "reason": "Both are IndexErrors, but in different subsystems and with different failure shapes." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 loading failure and resume/trust-remote-code failure are unrelated." + "reason": "BERT ZeRO-3 init crash vs resume-training/trust-remote-code issue." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 video chat template mismatch are different bugs." + "reason": "Mask-shape mismatch vs video chat template token/feature mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad category of tensor errors, but not the same underlying failure." + "reason": "Different IndexError mechanisms; not the same bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is unrelated to GPT-OSS tensor parallelism." + "reason": "Both are indexing-related, but in different model paths and likely different root causes." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and resume/trust-remote-code are different issues." + "reason": "Video chat template failure vs training resume issue." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 index-out-of-bounds is unrelated to model resume/trust-remote-code." + "reason": "Different bug categories; only superficial transformer/training overlap." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to the training resume issue." + "reason": "Config regression vs training resume problem; unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice_preset bug and ONNX export failure are unrelated." + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed failures: collectives mismatch vs empty-index loading error." + "reason": "Both mention DeepSpeed, but the concrete failures differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading bug; the titles differ only in model/context wording." + "reason": "Same concrete ZeRO-3 index-out-of-bounds crash during BERT model loading; these look like duplicates." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different tokenization/LoRA issues with no shared concrete failure mode." + "reason": "Detokenization bug vs LoRA merge/save/load inconsistency; different problem." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS tensor parallel failures." + "reason": "Liger kernel cross-entropy call vs GPT-OSS TP issue; unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime bugs; NVFP4 execution error is not the same as LoRA merge/save mismatch." + "reason": "Different Qwen/GPT-related failures with no shared code path." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but one is a 2-D weight error and the other is a collective mismatch." + "reason": "Different DeepSpeed runtime errors; not the same underlying defect." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." + "reason": "Activation-checkpointing FSDP mismatch vs mask/tensor shape error." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/offload bug; one report describes the symptom, the other pinpoints the uninitialized inv_freq materialization path." + "accept": false, + "reason": "Same class/module, but different offload/materialization bugs and not clearly one fix." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading failure and GPT-OSS tensor-parallel issue are unrelated." + "reason": "BERT ZeRO-3 loading crash vs GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and compute_loss signature change are different issues." + "reason": "FSDP checkpointing bug vs trainer API incompatibility." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 loading error and tensor-parallel failure are unrelated." + "reason": "BERT ZeRO-3 init crash vs GPT-OSS MoE parallelism issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and different bugs; dtype mismatch is not the same as invalid method call." + "reason": "Different model-specific errors; no common bug." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Both are Gemma/Qwen multimodal issues, but the code paths are different (reverse embedding lookup vs video template token mismatch)." + "reason": "Both involve Gemma/Qwen multimodal models, but the concrete failures are different." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different model-specific regressions: Gemma3 config attribute vs Mistral tokenizer regex crash." + "reason": "Different regression classes: missing config attr vs tokenizer patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4 issues, but they affect different mechanisms and are not the same concrete bug." + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup; separate issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime error are unrelated." + "reason": "Torch version incompatibility vs model runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Different distributed-training failures with different triggers and error modes." + "reason": "FSDP checkpointing issue vs Qwen3 auto device-map CUDA assert." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." + "reason": "Different dtype/device bugs on different model families." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." + "reason": "Mixtral grouped_mm tracing error vs Mistral image-preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Both are runtime model errors, but the concrete model and failure mode differ." + "reason": "Different models and different failure modes." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/runtime backends and different error types." + "reason": "dtype mismatch vs MPS histogram op not implemented; unrelated." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel failures are unrelated." + "reason": "Trainer embedding unpacking bug vs GPT-OSS MoE parallelism issue." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model families and failure mechanisms." + "reason": "Different model-specific runtime errors." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call is not the same bug as the MPS histogram limitation." + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram failure." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Different Qwen/GPT-OSS training/runtime bugs with no shared concrete code path." + "reason": "Different Qwen-related issues with distinct stack paths." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross-entropy call and TRL embedding unpacking are unrelated." + "reason": "Liger kernel cross-entropy call vs SFT trainer embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 index-out-of-bounds loading failure; different model names, same concrete failure mode." + "accept": false, + "reason": "Both are ZeRO-3 index errors, but on different model families and not clearly one fix." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they point to different obsolete references." + "reason": "Both are docs regressions, but about different removed features." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different multimodal bugs: dtype mismatch vs video StopIteration." + "reason": "Different multimodal model bugs and different failure points." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different runtime issues with no shared underlying bug." + "reason": "Device/dtype mismatch vs MPS histogram op error; unrelated." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL trainer unpacking and MPS histogram limitations are unrelated." + "reason": "Trainer bug vs MPS MoE histogram issue." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different failures: Liger Kernel cross-entropy vs autocast dtype mismatch." + "reason": "Different models and different call sites." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collectives mismatch and compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch vs custom trainer signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import failure are unrelated." + "reason": "Activation checkpointing bug vs import regression." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU runtime issue and outdated RAG examples are unrelated." + "reason": "AMD GPU support issue vs outdated RAG examples; unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue and mask-shape IndexError are unrelated." + "reason": "Kernel/cross-entropy routing issue vs mask-shape indexing error." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch/transformers compatibility problems, but different versions and different breakage." + "reason": "Torch version incompatibility vs USE_DISTRIBUTED=0 regression; not the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and USE_DISTRIBUTED=0 regression are unrelated." + "reason": "vLLM model load failure vs PyTorch distributed build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different models and not clearly one concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/version regressions; no shared code path." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different deprecated API surfaces." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Gemma4 device-mapping and Qwen3.5 video chat-template issues are different code paths." + "reason": "Device-map forward mismatch vs video chat template token mismatch." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup error and distributed-disabled compatibility break are unrelated." + "reason": "Float8 storage lookup error vs distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU runtime bug and table-question-answering crash are unrelated." + "reason": "Unrelated model deployment issue vs table QA crash." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The ZeRO-3 index-out-of-bounds family (43596/43638, with 41762 as a near-match) is clearly supported by the titles, and the Qwen3.5 MoE rotary/offload pair (45859/45902) is a plausible same-bug cluster rather than an overclaim. The remaining false links are appropriately treated as heterogeneous across models, APIs, runtime backends, or docs." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (issue:43596 / issue:43638) is well-supported by the very similar ZeRO-3/BERT index-out-of-bounds reports. No soft-edge verdict appears overstated, and the canonical issue choice is reasonable." }, "evaluator_used": true, "retried": false, @@ -666,12 +684,12 @@ "issue:43541|issue:44589", "issue:41093|issue:43596" ], - "prepared_review_unit_hash": "1e21385230bc1cfe73c9ee0668f983d7b06af469c67bb25e4d4a4cd93c233e96", + "prepared_review_unit_hash": "49a38f881d5c3042fd1d3e4c9b735ee4a1723d9095e8addf5cae970b44c10432", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -688,258 +706,258 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are false positives across unrelated model/runtime bugs. Two pairs look like genuine duplicates: the AutoTokenizer wrong-token-ID regression and the Qwen video-input regression.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45920 is the strongest canonical issue candidate because it describes the broadest and clearest AutoTokenizer v5 regression, spanning multiple model families and subsuming the more specific Granite-only report in issue:45812.", + "summary": "This cluster is mostly a collection of separate model- or environment-specific regressions. The clearest duplicate-looking pairs are the v5 AutoTokenizer token-ID regression reports and the Qwen video-input/template regression reports.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the best anchor: it is the broadest open report of the AutoTokenizer wrong-token-IDs regression across multiple model families, with active discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue representative: broad impact, explicit regression framing, and the most general statement of the shared bug in this set.", + "best_issue_reason": "Same as canonical: it is the most general, high-signal issue in the tokenizer-regression subcluster and is likely the right long-term tracking issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different failures on different models: Voxtral processor load issue vs Gemma4 device-mismatch during forward." + "reason": "Different models and symptoms; both are loading/forward issues, but not the same bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated bugs: Liger Kernel cross-entropy path vs Qwen3-VL video StopIteration." + "reason": "Unrelated failures: Liger cross-entropy call vs Qwen video StopIteration." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression vs unrelated RAG documentation issue." + "reason": "Detokenization bug and RAG docs issue are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader report across more model families." + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across multiple model families." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to outdated RAG examples." + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Both mention version breakage, but one is about remote_code models and the other about USE_DISTRIBUTED=0 support; not the same bug." + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different incompatibility classes." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are load failures, but for different model families and different symptoms; not the same underlying issue." + "reason": "Different model-specific loading problems; no clear shared code path." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to RAG examples." + "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is different from USE_DISTRIBUTED=0 breakage." + "reason": "bitsandbytes constructor incompatibility is not the same as the distributed-disabled PyTorch issue." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both involve sliding-window concepts, but the affected configs and failure modes differ (Gemma3TextConfig vs Qwen3-MoE)." + "reason": "Both mention sliding_window, but the affected models and failure modes differ." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different loading problems; no evidence of one shared bug." + "reason": "GLM-4.7 loading failure and corrupted Ovis2 checkpoint are distinct issues." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are zero3/index errors, but the concrete failures differ: mask shape mismatch vs size-0 index out of bounds." + "reason": "Both are index/shape errors, but the symptoms and contexts are different enough that they do not look like one bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load failure is unrelated to table-question-answering crashes." + "reason": "Whisper loading failure and table QA crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 Bert loading error and torch/transformers version incompatibility are different issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash are unrelated." + "reason": "Detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime issue is unrelated to a PretrainedConfig pydantic regression." + "reason": "No shared underlying bug; one is model loading, the other is config schema handling." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a transformers chat crash and the other is a streaming chat/completions API failure." + "reason": "Both involve Qwen3.5 chat paths, but the exact failures and code paths are not clearly the same." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and different errors; no shared bug." + "reason": "Unrelated model/runtime error versus task crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern issue is unrelated to Gemma4 device mismatch." + "reason": "Gemma3/vLLM config issue and Gemma4 device mismatch are different regressions." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights bug vs corrupted checkpoint/loading failure; not the same issue." + "reason": "Tied lm_head bug and checkpoint corruption are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS histogram Int error." + "reason": "Chat streaming failure and MPS histogram Int error are different failures." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing error and MPS histogram error are different code paths and symptoms." + "reason": "Both are MoE-related, but the ops and failure modes are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both mention dtype-ish behavior, but one is torch dynamo grouped_mm tracing and the other is an autocast mismatch." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to template-node compilation errors." + "reason": "Processor loading failure vs compile-time template-node error; unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config are unrelated." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "General torch/transformers version incompatibility is unrelated to Gemma4 device placement." + "reason": "Torch version incompatibility and Gemma4 device mismatch are different problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the concrete contexts and failure signatures differ." + "reason": "Both are zero-3-related index errors, but they appear to be separate model-specific failures." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model-support requests: PaddleOCR-VL in vLLM vs GGUF gpt-oss architecture support." + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as a broken PretrainedConfig pydantic field." + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic regression are distinct config issues." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/parallelism issues with no shared concrete code path." + "reason": "MoE tracing error and GPT-OSS TP issue do not share the same underlying bug." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization OOM and tied-weights translation bugs are unrelated." + "reason": "Int4 OOM and tied-weights translation regression are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are tensor-shape style errors, but the model/trainer contexts differ and the bug signatures do not match closely enough." + "reason": "Both mention index/shape problems, but one is a mask mismatch and the other is an SFT unpacking failure." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are different issues." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is not the same as the PretrainedConfig pydantic-field regression." + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig field breakage are different regression surfaces." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support request is unrelated to Qwen3.5 streaming inference failure." + "reason": "GGUF model architecture support and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal, but Mistral image-preprocessor dtype mismatch and Qwen3.5 video token/feature mismatch are different bugs." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to the PretrainedConfig pydantic regression." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "Remote_code breakage and torch 2.4.1/transformers 5.8.0 incompatibility are only loosely related by versioning." + "reason": "Both are multimodal issues, but the model families and concrete failures differ." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Same Qwen video-input regression: both report video-feature/video-token mismatches in the v5.3.x line, with 44479 being the broader umbrella report." + "reason": "Both describe the same Qwen video-input/template regression: mismatched video features versus video tokens in Qwen3.5/Qwen VL paths." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure is unrelated to missing Float8 storage support." + "reason": "Grouped_mm tracing and missing Float8 storage type are unrelated runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are zero3-related index errors, but the concrete failure modes and contexts differ too much to treat as duplicates." + "reason": "Both are index errors, but there is no clear evidence they are the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice (45920) is well supported by the titles, and the two accepted soft pairs (45812/45920 and 44479/46294) look like plausible duplicates based on shared bug descriptions. The remaining verdicts are phrased cautiously and do not overclaim beyond the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of 45920 is well supported by its broader title and inbound references, and the accepted duplicate pairings (45812\u219445920, 44479\u219446294) look reasonable. The other soft-edge rejections are cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -1043,12 +1061,12 @@ "issue:44910|issue:45859", "issue:42947|issue:44387" ], - "prepared_review_unit_hash": "18ce39af92b151dc6c9b23b49b3468a555a76e3656885efe581f1be7b438ad3c", + "prepared_review_unit_hash": "027cc0ce9caf5e6e210365c3aea95e7c2ce8ec45a1aa04c5b4b58c7a011a738c", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -1056,7 +1074,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37142, + "serialized_chars": 37144, "estimated_input_tokens": 9286, "estimated_eval_tokens": 18828 }, @@ -1065,210 +1083,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clear duplicate subgroup is the Transformers v5 non-persistent-buffer corruption regression; all other soft pairs look like separate bugs or unrelated model-specific issues.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43950 is the most explicit and descriptive statement of the non-persistent-buffer corruption regression, making it the best canonical anchor for that duplicate subgroup.", + "summary": "Mostly a heterogeneous set of unrelated issue reports. The only clear duplicate subcluster is the v5 non-persistent-buffer regression around issues 43644, 43950, and 44534; the rest do not look like the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "43950 is the best anchor for the only clearly duplicated bug cluster: it directly describes the v5 non-persistent-buffer corruption/regression and is the most general formulation among the matching reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 best represents the only clearly duplicated bug family in this cluster: it names the regression, the affected API, and the bad buffer behavior directly.", + "best_issue_reason": "43950 is the strongest overall issue representative because it is the clearest, broadest statement of the only evident duplicate-worthy problem in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2 output quality, but the reported symptoms and contexts differ enough that they do not clearly describe the same concrete bug." + "reason": "Both involve SigLIP2 output quality, but one is a text-embedding regression complaint and the other is a nonsensical AutoModel/pipeline result; not enough evidence of the same bug." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "One is about AutoModelForCausalLM config unwrapping; the other is about uninitialized rotary embedding memory after materialization. Different code paths and failures." + "reason": "Different code paths: multimodal config unwrapping vs rotary-embedding materialization/uninitialized memory." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend detection is unrelated to the torch/transformers compatibility report." + "reason": "Unrelated: TensorBoard/TensorFlow backend detection vs a torch/transformers version incompatibility report." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different models and failures: image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking with TRL SFTTrainer." + "reason": "Different models and failures: Mistral-3 image dtype mismatch vs Qwen3.5 embedding unpacking in TRL SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension failure is not the same bug as Qwen3.5 input-embedding unpacking." + "reason": "FSDP weight-shape error and Qwen3.5/TRl embedding unpacking are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both touch custom-module loading, but one is a leaf-directory cache collision and the other is wrong module selection after save_pretrained; not the same defect." + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not clearly the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are unrelated issues." + "reason": "One is a Jupyter/custom-model initialization regression; the other is flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but these are different models and different failure modes." + "reason": "Both mention tied weights, but they concern different model families and different failure modes." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms; no concrete shared bug is evident." + "reason": "Completely different model reports with no shared failure mechanism." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight issues." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8 failure on Qwen3Moe is unrelated to the flash-attn2 fallback check ordering bug." + "reason": "FP8 quantization failure vs flash-attn2 fallback gating are separate problems." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same as tied-weight handling in translation models." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior is unrelated to the removed run-command documentation issue." + "reason": "DSA indexer discussion and a removed docs command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid-method calls are different problems." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as stale documentation about a removed command." + "reason": "A typo in cache strategies is not the same as stale docs mentioning the removed run command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and NVFP4 runtime error are different failures." + "reason": "Different model-specific runtime issues with no shared code-path evidence." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different models and code paths; no duplicate relationship is apparent." + "reason": "Different model/runtime failures." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer corruption regression described with different wording." + "reason": "Same underlying v5 regression: non-persistent buffers are mishandled/corrupted during loading/initialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Documentation example errors are not the same as the reported SigLIP2 embedding-quality issue." + "reason": "Docs/example errors for SigLIP2 are not the same as a broader text-embedding quality regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are filled/corrupted with junk." + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers 5.x." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention dtype/BF16 issues, but the model, trigger, and failure mode are different." + "reason": "Different model-specific dtype/NaN issues with no shared code path." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer signature mismatch and ZeRO-3 load-time index error are unrelated." + "reason": "Trainer API keyword mismatch and DeepSpeed ZeRO-3 loading error are unrelated." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve buffer/materialization concerns, but 45902 is a model-specific uninitialized-memory bug, not the same regression as 43950." + "reason": "Both mention buffer initialization, but one is a global from_pretrained regression and the other is a specific Qwen3_5Moe rotary-buffer materialization bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different low-level quantization/storage incompatibilities." + "reason": "Different quantization/storage errors." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint and loading noise are unrelated symptoms." + "reason": "Checkpoint corruption and loading noise are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but the observed problems differ too much to treat as the same underlying bug." + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other lower text embeddings; not enough evidence they share the same underlying defect." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Tokenizer error messaging and missing tied-weight metadata are unrelated." + "reason": "Tokenizer error messaging and missing tied-weights metadata are unrelated." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different issues." + "reason": "SigLIP2 embedding quality is unrelated to version-dependent tokenization changes." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to Qwen3_5Moe rotary embedding initialization." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5Moe buffer materialization." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "FlashAttention position_ids misinterpretation and CPU-offload incompatibility are different bugs." + "reason": "Both touch Qwen3.5, but one is flash-attn sequence handling and the other is CPU-offload compatibility in rotary embedding; different bugs." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 quantization memory growth are different issues." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The accepted duplicate subgroup around issue 43950 is well supported by the titles, and the other pair rejections do not overclaim sameness. No clear evidence of an overstated link." + "feedback": "The analyst summary is grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the Transformers v5 non-persistent-buffer regression around 43644, 43950, and 44534, and the accepted/rejected soft pairs are mostly well-justified by the issue titles and descriptions. No obvious overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1371,12 +1389,12 @@ "issue:36331|issue:41093", "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "32d19a0456792aad16c941d631f377220fcbd59f17d45fad59245dee87ba53ad", + "prepared_review_unit_hash": "89e586966030bfcd234d6dfb28cc11c1bab8192d873ef52190fc164d8ab3ee1e", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -1384,7 +1402,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37241, + "serialized_chars": 37243, "estimated_input_tokens": 9311, "estimated_eval_tokens": 18878 }, @@ -1393,205 +1411,184 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose set of transformer/model-loading regressions and tokenizer/model-compatibility issues, but the soft edges are generally only thematic, not true duplicates. No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45020 is the broadest and most central issue here: it covers recent transformers regressions breaking `remote_code`-based model loading, which overlaps the general loading/compatibility theme of the cluster better than the narrower model-specific reports.", + "summary": "The cluster is mostly a mix of unrelated model-loading, tokenizer, and training regressions. Only one soft pair looks like a true duplicate: the `_is_hf_initialized` / `init_empty_weights` TypeError reports.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44291 is the best canonical issue because it states the concrete regression (`init_empty_weights` / unexpected `_is_hf_initialized` argument) and cleanly subsumes the near-identical TypeError report in 43872.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global issue candidate because it is the most umbrella-like problem statement and could reasonably subsume several of the model-loading/tokenizer regressions, whereas the others are mostly narrow model-specific failures or unrelated training/runtime bugs.", + "best_issue_reason": "issue:44291 is the strongest representative issue in this set: it is specific, actionable, and captures the shared root cause more clearly than the symptom-focused duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Both concern loading behavior, but one is about warning/noise during loading while the other is a specific model load failure; not the same underlying bug." + "reason": "Generic loading noise vs a specific model-loading failure; same broad area, not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different failure modes: bad AutoTokenizer error for Voxtral vs a model loading failure for glm-4v-9b." + "reason": "Different models and different failure modes; no shared concrete code path is evident." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "One is a tokenizer detokenization regression, the other is a missing `flash_attn` import/KeyError on Python 3.13; unrelated code paths." + "reason": "Tokenizer detokenization regression vs an import error in import_utils; unrelated defects." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a performance/quality complaint and the other is a correctness discrepancy versus JAX; not a duplicate bug." + "reason": "Both involve SigLIP2, but the titles describe different symptoms without enough evidence of one exact shared bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are training-related, but one is gradient checkpointing with PEFT LoRA and the other is memory usage in Qwen3 MoE training; different problems." + "reason": "Both mention memory, but one is gradient checkpointing behavior and the other is MoE training memory usage; not the same issue." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but they report different models and different symptoms; this looks like a family of regressions, not one bug." + "reason": "Both are model-loading related, but one is a generic warning/noise report and the other is a specific model load failure." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`trust_remote_code` returning missing fields is a specific config-object bug; 45020 is a broader loading regression across remote-code models." + "reason": "Remote-code config field loss and broader remote_code breakage are related, but not the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different failures in different contexts: ZeRO-3 load-time IndexError for Gemma3 vs FineGrainedFP8Config failure for Qwen3 MoE." + "reason": "Different models, different loading paths, different errors." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Both involve device/backend issues, but one is an MPS histogram implementation error in MoE and the other is a device mismatch in Gemma4 forward." + "reason": "MPS int histogram failure and device_map forward mismatch are separate hardware/runtime bugs." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "One is a Qwen3 MoE LoRA compatibility break between versions; the other is a warning about `tie_word_embeddings` during fine-tuning. Different root causes." + "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model is not the same as FA2 fallback being blocked by other checks; only loosely related through model loading." + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different incompatibilities: missing Qwen2_5_VL import vs bitsandbytes `Int8Params` keyword mismatch." + "reason": "Import error for a missing class and a bitsandbytes constructor incompatibility are different issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are loading failures, but one is model loading and the other is missing `all_tied_weights_keys` on a different model class; no shared concrete bug." + "reason": "Different model families and different loading failures." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` loading regressions are not the same as a Gemma4 device_map runtime mismatch." + "reason": "Remote-code regressions and a Gemma4 device mismatch are unrelated." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` failing in `TOKENIZER_MAPPING_NAMES` is a tooling/extensibility bug, while 45020 is a runtime remote-code loading regression." + "reason": "Model-registration logic failure and remote_code loading breakage are distinct bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizer speed, but one is `convert_ids_to_tokens` rebuilding special-id sets; the other is slower `convert_tokens_to_ids` with many added tokens. Different hot paths." + "reason": "Both are tokenizer performance regressions, but they hit different APIs and likely different code paths." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are different forward-pass bugs." + "reason": "Dtype mismatch under autocast is not the same as a device placement mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and FA2 fallback gating are unrelated code paths." + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading error and generic GLM5 issue do not point to the same underlying bug." - }, - { - "left": "issue:45020", - "right": "issue:45356", - "accept": false, - "reason": "Remote-code loading regressions and Kimi-K2.5 tokenizer codec handling are different issues; the latter only mentions a misleading warning as a secondary symptom." - }, - { - "left": "issue:43742", - "right": "issue:45399", - "accept": false, - "reason": "Loading facebook/MobileLLM-125M failing is unrelated to the FA2 fallback gating issue." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Untied `lm_head` weights in Mistral3 and silent corruption of non-persistent buffers are different model state bugs." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs about removed pipeline tasks, but they concern different documentation locations/symptoms and are not the same concrete issue." + "reason": "Different models and different failure classes." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:44220", + "right": "issue:43792", "accept": false, - "reason": "Whisper load failure and `_torch_extract_fbank_features()` issue are not the same bug; only both live in audio/model loading." + "reason": "The Whisper failure may be related, but the titles do not establish the same concrete `_torch_extract_fbank_features()` bug with enough certainty." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention `_is_hf_initialized`, but one is a bitsandbytes incompatibility and the other is `init_empty_weights`/unexpected kwarg during loading; related but not the same concrete failure." + "accept": true, + "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression, with 44291 spelling out the root cause more clearly." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and corrupted Ovis2 checkpoint are distinct issues." + "reason": "Qwen3 MoE weight-conversion loading issue vs a corrupted Ovis2 checkpoint; different problems." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "FineGrainedFP8Config failure and bitsandbytes `_is_hf_initialized` incompatibility are different model-loading/runtime incompatibilities." + "reason": "FineGrainedFP8Config failure and the bitsandbytes `_is_hf_initialized` incompatibility are separate bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective with LoRA and missing `supports_gradient_checkpointing` flag are related by topic, but not the same bug." + "reason": "Gradient checkpointing effectiveness and a missing `supports_gradient_checkpointing` flag are not the same issue." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3 loading failures for Qwen variants, but they affect different model families and likely different missing-weight paths." + "reason": "Both are DeepSpeed ZeRO-3 loading problems, but they involve different models and distinct missing-weight symptoms." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "`compute_loss()` signature mismatch and mask shape IndexError are completely unrelated training errors." + "reason": "Unexpected trainer kwarg vs tensor mask shape mismatch; unrelated errors." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "One is Qwen3 MoE weight conversion with accelerate/deepspeed; the other is gradient averaging with GAS under DeepSpeed and `model_accepts_loss_kwargs=True`. Different code paths." + "reason": "Weight conversion/loading under accelerate+deepspeed is not the same as gradient averaging with GAS." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The single accepted duplicate pair (`issue:43872` / `issue:44291`) is well supported by the titles, and the other rejects do not overclaim shared root cause." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1692,12 +1689,12 @@ "issue:43317|issue:44756", "issue:38175|issue:39692" ], - "prepared_review_unit_hash": "466adf75844cdee42297c10caed381906fb4b9cb2d07445312b0f9b60abe3eff", + "prepared_review_unit_hash": "50bdc192655993179fdbf4f220d0d178e994727b8e543cfd82b66d28c1840a3e", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -1714,216 +1711,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like one true duplicate set. The only convincing soft duplicate is the Transformers 5.0 custom model initialization regression pair (43645/43646).", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the broader report of the Transformers 5.0 custom model initialization regression; issue:43645 appears to be the same bug reproduced in a Jupyter notebook context.", + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports; only a couple of soft pairs look like true duplicates. The clearest duplicate is the Transformers 5.0 custom model initialization regression, and there is also a likely duplicate around the same generic mask-shape IndexError and a probable SigLIP2 output regression pair.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative statement of the clearest duplicate pair (43645/43646) and reads like the main regression; the notebook-specific version is a narrower variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the clearest representative of the only real duplicate-like problem in the set, and it states the underlying regression more generally than the notebook-specific variant.", + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it states the underlying regression more generally than the notebook-specific report and is the cleanest duplicate-style representative among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different models and failure modes: GLM-4.7 loading in tests vs NemotronH checkpoint loading." + "reason": "Both are model-loading failures, but they concern different architectures and failure modes; not the same concrete bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both are Qwen-related runtime bugs, but they hit different code paths: RLHF/3D position_ids vs flash_attention s_aux handling." + "reason": "Completely different code paths: Qwen3.5 RLHF/position_ids vs Flash Attention sink handling." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but the reported models and symptoms differ; error-message quality vs outright tokenizer load failure." + "reason": "Both are tokenizer-loading complaints, but they target different models and different symptoms." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "The errors look similarly worded, but there is no evidence they come from the same underlying off-by-one bug or code path." + "accept": true, + "reason": "Same generic mask-shape IndexError with the same off-by-one style mismatch; very likely the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both concern video inputs, but one is a v5.3.0 regression across Qwen VL models and the other is a Qwen3-vl-embedding StopIteration issue." + "reason": "Both involve Qwen video-related regressions, but the reported failures are different and not enough to treat as one bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + "reason": "PagedAttentionCache linear_attention crash vs checkpoint loading failure; unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models and different failures: Voxtral tokenizer error messaging vs sleng-bert loading failure." + "reason": "Different model loading failures with no shared concrete code path." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely unrelated: DeepSpeed training weight shape error vs image processor void-segmentation-map handling." + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve positional embeddings/indices, but they affect different models and distinct bugs." + "reason": "Both touch rotary/position-related internals, but one is a rope-index scaling bug and the other is uninitialized-memory materialization; different bugs." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Phi MoE autocast dtype mismatch." + "reason": "GGUF/gpt-oss support is unrelated to Phi MoE autocast dtype mismatch." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete bugs: FSDP2 shared_kv_states rebuild vs device_map auto device mismatch." + "reason": "Same model family (Gemma4), but training/FSDP2 KeyError and device-map forward mismatch are different failures." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different issues entirely: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "Different Qwen/GGUF issues with no shared concrete change or code path." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer regression and Kosmos2.5 long-OCR index error are unrelated." + "reason": "A from_pretrained buffer regression is unrelated to long OCR input indexing." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failure modes: torch.compile/SDPA on Bamba vs Flash Attention illegal memory access on Qwen3.5." + "reason": "Different models and different failures: torch.compile SDPA vs Flash Attention position_ids crash." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is a Jupyter notebook-specific reproduction of the broader 43646 report." + "reason": "Clear duplicate pair: both report Transformers 5.0 breaking custom model initialization; 43645 is just the notebook-specific framing." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to an MPS histogram kernel limitation in moe." + "reason": "Video input StopIteration and MPS histogram on Int are unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF gpt-oss support and Float8 storage lookup failure are unrelated bugs." + "reason": "GGUF architecture support and Float8 storage lookup are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different regressions: Qwen3Moe FineGrainedFP8Config handling vs meta-device model loading on Transformers 5.x." + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device loading regression." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5/video-ish inputs, but one is a video StopIteration and the other is an SFT trainer embedding unpacking failure." + "reason": "Both mention Qwen3.5/video-ish workflows, but one is a video embedding StopIteration and the other is an SFT unpacking failure." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device loading failures are different problems." + "reason": "Importing a missing class and meta-device loading are different problems." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF gpt-oss support do not share a concrete bug." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + "reason": "GenerationMixin import error and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping add-new-model-like logic and Gemma4 PLE device mismatch are different issues." + "reason": "Tokenizer mapping logic and Gemma4 device-mismatch forward failure are unrelated." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + "reason": "_is_hf_initialized regression and OCR long-input index error are unrelated." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is unexpected zero probabilities and the other is a docs/pipeline misuse report with nonsensical outputs." + "accept": true, + "reason": "Same SigLIP2 base model with incorrect/wrong outputs; likely the same regression in model/processor handling." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are unrelated." + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are index-ish failures, but the models and code paths differ; no evidence of a shared root cause." + "reason": "Different error classes and code paths; video-input StopIteration is not the same as a mask-shape IndexError." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config loading for granite_speech and tiny-random glm4v config validation are different config regressions." + "reason": "Strict config loading and glm4v config validation are different config regressions." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed zero3 Bert initialization and TOKENIZER_MAPPING_NAMES add-new-model-like behavior are unrelated." + "reason": "DeepSpeed zero3/Bert index error and tokenizer-mapping add-new-model-like failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: zero3 init with BertModel vs tokenizer-mapping-related add-new-model-like failure." + "reason": "Both involve initialization/loading, but the concrete failures are different and not the same bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping logic and mask-shape IndexError are unrelated." + "reason": "Tokenizer mapping logic vs mask-shape IndexError; unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map auto dequantized load failure and Strix Halo mmap OOM are different issues." + "reason": "gpu+cpu offload loading failure and Strix Halo mmap OOM are different resource-loading issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero-probabilities bug and SigLIP2 docs example errors are related only by model family, not the same concrete failure." + "reason": "Both involve SigLIP2, but one is a wrong-output regression and the other is a documentation example with model/processor mismatch and quantization failure; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft duplicate, issue:43645/issue:43646, is supported by the titles and the similarity signal. The other pairwise rejections are phrased cautiously and do not overclaim shared root causes." + "feedback": "The anchor choice is grounded in the packet, and the duplicate/near-duplicate calls are conservative overall. The 43645/43646 pair is clearly the strongest match, and the 41093/44805 and 38175/43994 calls are reasonably cautious given the shared error/model wording. I don\u2019t see an overstatement that would warrant rejection." }, "evaluator_used": true, "retried": false, @@ -1939,8 +1936,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -2032,7 +2029,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -2349,12 +2346,12 @@ "issue:43425|issue:43716", "issue:43906|issue:44530" ], - "prepared_review_unit_hash": "27f3d8c709d93eafe18e6775a5c2630326634fe35af3910febe78e03ca8e08c8", + "prepared_review_unit_hash": "7d05dadc71879b93fe367ecddce9083489bbef16491ae3308a506628ecf41ea2", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -2371,210 +2368,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is loosely related: it mixes several distinct Transformers v5 regressions (loading/saving, tokenization, quantization, checkpointing, and a small resize_token_embeddings subfamily). Most soft links are false positives; only the resize-token-embeddings reports look like the same underlying bug family.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45701 is the broadest and most central open regression report here, with multiple inbound references and the widest umbrella over v5 behavior changes, even though the cluster is not a single exact duplicate set.", + "summary": "This cluster is mostly heterogeneous, with one clear duplicate family around `resize_token_embeddings` not updating model outputs/embeddings. Most other pairs are adjacent but distinct regressions in different models or subsystems.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the broadest, cleanest statement of the shared bug: `resize_token_embeddings` fails to update output embeddings. The Gemma4 and t5gemma reports are narrower model-specific manifestations of the same API regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the best overall representative because it is the most general, active, and referenced issue among these mixed regression reports.", + "best_issue_reason": "`issue:45292` best represents the duplicate set because it captures the underlying resize-token-embeddings regression without model-specific noise, and the other accepted issues read like variants of the same failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different bugs: batched AudioFlamingo3 leakage between tracks vs Gemma4 PLE device mismatch in forward." + "reason": "Different models and failures: batched inference token/embedding leak vs Gemma4 device mismatch. No shared code-path bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is unrelated to Strix Halo mmap-related OOM." + "reason": "`init_empty_weights` argument handling and Strix Halo OOM/mmap are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantization/loading regressions, but the concrete failures and model paths differ (NVFP4 runtime error vs MXFP4 fallback to bf16)." + "reason": "Both involve quantized models, but the models and failure modes differ; not the same underlying bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading failure and sinq save/load corruption are different underlying bugs." + "reason": "GLM5 loading issue and sinq save/load regression are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Sparse-layer config bug and Gemma4 FSDP2 attention state bug are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 CUDA memory regression and Strix Halo mmap OOM are both memory issues, but not the same code-path bug." + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo; not duplicates." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is distinct from the eval-mode restriction on checkpointing." + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode usage restriction." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug family: both say resized embeddings are not propagated, with 45276 adding a Gemma4-specific per-layer/output-embedding manifestation." + "reason": "Same `resize_token_embeddings` regression: both report embeddings/output heads not being updated, with 45276 being a Gemma4-specific variant." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model-loading failure in unit tests and Qwen3.5 save_pretrained regression are different issues." + "reason": "Different regressions: GLM-4.7 model loading vs Qwen3.5 checkpoint save format." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing prohibition is unrelated to the RLHF NaN/SDPA fallback gradient explosion." + "reason": "Unrelated gradient-checkpointing restriction vs RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is a serialization bug, not an mmap/OOM memory issue." + "reason": "Save/load extra_state handling is unrelated to the Strix Halo mmap/OOM report." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation during save_pretrained and wrong custom module loading after save_pretrained are different failure modes." + "reason": "Both involve custom-model serialization, but one is file-permission propagation and the other is wrong module loading; different bugs." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 token/embedding leakage between tracks." + "reason": "Qwen3 device-map assert and AudioFlamingo3 batching corruption are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen models and strict granite_speech config loading are not the same bug." + "reason": "Video-input regression in Qwen VL models and Granite speech config strictness are separate issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention sink-less crash and Gemma4 FSDP2 KeyError are different code paths." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared state rebuild are different failures." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage across some models is unrelated to Strix Halo mmap OOM." + "reason": "Meta-device loading regression and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in v5 and resume_from_checkpoint max_steps calculation are separate regressions." + "reason": "Custom model initialization regression and Trainer `max_steps` resume logic are different subsystems." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenization changes, but one is wrong token IDs for Granite models and the other is a slow convert_tokens_to_ids regression; not the same bug." + "reason": "Tokenizer wrong-ID regression vs tokenizer performance slowdown; not the same bug." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug: 45335 is the t5gemma-specific case of output_embeddings not being updated." + "reason": "Same underlying `resize_token_embeddings` bug: 45292 covers output embeddings generally, while 45335 is the t5gemma-specific decoder embedding manifestation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization breakage is unrelated to extra_state save/from_pretrained handling." + "reason": "Notebook custom model initialization and extra_state save/load are distinct problems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch on one model and inability to load ScandiBERT are different load-time issues." + "reason": "Tokenizer vocab-size mismatch and a generic model load failure are not clearly the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading failures are distinct model/runtime bugs." + "reason": "Autocast dtype mismatch and meta-device loading are different failure modes." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-compatibility issue, not the same as the Phi autocast dtype mismatch." + "reason": "Torch version incompatibility is too broad and not the same concrete bug as the autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo OOM are different runtime problems." + "reason": "Float8 storage lookup failure and mmap/OOM are unrelated." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MOE weights not converted under accelerate+deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Different models and different load-path failures; not the same underlying issue." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 is unrelated to Gemma4 device mismatch during forward." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression and generic tokenizer-version regression are not the same bug." + "reason": "Whisper pipeline `return_language` regression and tokenizer-version behavior change are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression and notebook custom model initialization regression are distinct issues." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch 2.10 incompatibility is a broad version issue, not the Gemma4 PLE device-mismatch bug." - }, - { - "left": "issue:44530", - "right": "issue:45084", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are different failures." + "reason": "Both concern custom models in Transformers 5.0, but one is `base_model_prefix` loading and the other is notebook initialization; not enough evidence of the same bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor/model dtype mismatch are unrelated." + "reason": "Torch compatibility report and Mistral-3 image-preprocessor dtype mismatch are separate issues." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same bug as the Qwen3.5 PagedAttentionCache crash." + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache group-type crash are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: 45701 is a reasonable broad representative given its open state, multiple inbound references, and generic tokenization-regression framing. The soft-edge calls are conservative overall, and the only accepted cluster is the resize_token_embeddings subfamily, which is supported by the issue titles. No PR-mergeability concerns apply here." + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` set around `issue:45292`, `issue:45276`, and `issue:45335`, and the canonical choice of `issue:45292` is reasonable. The other pair judgments are cautious and consistent with the issue titles. No mergeability problem applies here because these are issue pairs, not PR pairs." }, "evaluator_used": true, "retried": false, @@ -2677,12 +2662,12 @@ "issue:42915|issue:44530", "issue:43541|issue:45084" ], - "prepared_review_unit_hash": "f5318ceea4b8a1c74b81cfefd260fed8508972aaf2364a1dbdb9260f5da68cc2", + "prepared_review_unit_hash": "5b4c15c43bc24cea938fb767f64c5dc66dcc24510be20c0d328c0e8e223a56b8", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -2699,198 +2684,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers regressions, mostly around v5 loading/tokenizer/model behavior. None of the soft pairs look like the same concrete bug or change, so all soft edges are rejected.", - "confidence": 0.37, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative v5 regression in this set: a generic model-loading breakage. The other issues are narrower, model-specific, tokenizer-specific, or unrelated performance/runtime failures.", + "summary": "The set is highly heterogeneous: mostly unrelated bug reports spanning Whisper, Qwen, tokenizer loading, torch/v5 regressions, docs, and model-specific failures. No soft pairs look like the same underlying defect/change, so none are accepted.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the most broadly representative issue in the cluster: a clear, actionable Transformers v5 model-loading regression affecting any model using `base_model_prefix`. The other issues are either narrower, model-specific, documentation-only, or unrelated runtime failures.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the strongest global issue candidate because it is phrased broadly and matches the dominant theme of v5 compatibility breakages without being overly narrow to one model family.", + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a general loading breakage with wide user impact and is more central than the highly specific model/tokenizer edge cases elsewhere in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Both are model/runtime failures, but they involve different APIs and likely different code paths; not the same underlying bug." + "reason": "Different failures: `torch_compilable_check` export handling vs Perceiver resolution/interpolation mismatch. Not the same bug path." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language return vs MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback for gpt-oss-20b." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask-shape IndexError do not describe the same failure mode." + "reason": "Qwen video-input regression and a generic mask-shape IndexError are different code paths and symptoms." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different removed/incorrectly documented pipeline behavior; not one bug." + "reason": "Both are docs-related, but they concern different pipeline APIs and different outdated text; not one underlying issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different TypeErrors in different subsystems; no shared concrete code path." + "reason": "One is a missing Float8 storage type error, the other a compilation/template-node error; distinct runtime problems." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is a broad environment issue, while the other is a specific SFT trainer embedding unpacking failure." + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 embedding unpacking failure in TRL SFT." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Serialization extra_state handling and from_config text_config unwrapping are distinct loading/saving bugs." + "reason": "`extra_state` save/load handling differs from `from_config` text_config unwrapping; different API surfaces and bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict and gguf_file from_pretrained breakage are different tokenizer/model-loading problems." + "reason": "Tokenizer special-token method conflict is unrelated to `gguf_file` breaking model/tokenizer loading." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL/Qwen3VL loading, but one is a version-specific loading breakage and the other is a weight-shape mismatch on a specific model; not clearly the same bug." + "reason": "Both involve Qwen3-VL family loading, but one is a v5 regression claim and the other is a specific weight-shape mismatch; too different to merge." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 init index error and compiled flex_attention torch version failure are unrelated." + "reason": "Deepspeed ZeRO-3 init index error is unrelated to compiled flex_attention failures on torch>=2.9." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A nonsensical model/pipeline output report is not the same as a ModelOutput key-assignment bug." + "reason": "Siglip2 bad outputs are not the same as `ModelOutput` key assignment when values were previously `None`." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory usage and mmap OOM on Strix Halo are different performance/memory issues." + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM avoidance are separate memory-related problems with different causes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Different model families and different symptoms: incorrect masked LM predictions vs tokenizer loading failure." + "reason": "CamemBERT MLM prediction regression and tokenizer-loading failure for est-roberta are different model/tokenizer bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-load regressions, but the affected models and failure mechanisms differ." + "reason": "Both hit tokenizer loading, but one is a generic v5 tokenizer load failure and the other is a Mistral-specific regex patch crash." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Whisper pipeline language return and CamemBERT MLM predictions are unrelated model families and failure modes." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU device placement bug in XLNet is not the same as Qwen3.5 MoE rotary embedding CPU offload incompatibility." + "reason": "CPU device placement bug in XLNet is unrelated to Qwen3.5 MoE CPU-offload rotary embedding incompatibility." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Save/load `extra_state` handling and Qwen video-input regression do not share the same underlying code path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Two different tokenizer loading issues for different models; no shared concrete fix." + "reason": "`cjvt/sleng-bert` loading failure is not the same issue as the Mistral regex patch crash." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and `_is_hf_initialized` flag breakage are different regression classes." + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are distinct internal issues." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading via base_model_prefix and the other is non-persistent buffer initialization; not the same bug." + "reason": "Both are v5 regressions, but one is model-loading via `base_model_prefix` and the other is non-persistent buffer initialization; different defects." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping-name handling and flex_attention compilation are unrelated." + "reason": "Tokenizer mapping-name guard failure is unrelated to torch.compile/flex_attention compilation failure." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity on a specific model and runtime special-token post-processing are not the same issue." + "reason": "High perplexity on a model/dataset is not the same as runtime post-processor updates for special tokens." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language behavior." + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline language regression are unrelated subsystems." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor/model dtype mismatch and Jinja/template compilation error are unrelated." + "reason": "Image preprocessor/model dtype mismatch is not the same as a template-node compilation TypeError." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model loading failures, but the affected models and symptoms differ." + "reason": "Two separate model-loading regressions for different repositories; no shared underlying bug is evident." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are unrelated." + "reason": "`trust_remote_code` missing fields and PagedAttentionCache linear_attention crash are unrelated config vs cache issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset multi-image finetuning are different bugs." + "reason": "Trainer token-count tracking bug and Qwen2.5-VL iterable dataset multi-image failure are different training path issues." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer class-method conflict and Qwen3 MoE FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer method conflict for T5 is unrelated to Qwen3 MoE fine-grained FP8 config failure." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper skip_special_tokens handling and empty-transcription generation after align_special_tokens are related by theme but not clearly the same concrete bug." + "reason": "Whisper batch_decode special-token handling and empty transcription generation after align_special_tokens are related by model family only, not the same concrete bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different Qwen-related failures with different triggers: FP8 config vs cache group type error." + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different model/runtime issues." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo tracing grouped_mm error and template-node compilation failure are unrelated code paths." + "reason": "Mixtral grouped_mm tracing failure is unrelated to the template-node compilation error." } ] }, @@ -3000,12 +2985,12 @@ "issue:43404|issue:45127", "issue:44062|issue:44987" ], - "prepared_review_unit_hash": "9beae67f2838759d00ffa982ca734055f34c3982f694799ef94c9d05f40661cf", + "prepared_review_unit_hash": "25cd8a6f2c5dce668b2db42906332aa945ac05cbc0981a746d2b9581c7019f1a", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -3013,240 +2998,240 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38263, - "estimated_input_tokens": 9566, - "estimated_eval_tokens": 19388 + "serialized_chars": 38265, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous v5/model-loading regressions that are not true duplicates. The only clear duplicate-looking pair is the Qwen3.5 save_pretrained regression (45216/45357).", - "confidence": 0.86, - "canonical_issue_reason": "Pick issue 45216 as the canonical issue: it is the clearest, broadest description of the underlying Qwen3.5 save_pretrained checkpoint regression, and 45357 reads like a later/finer-grained follow-up on the same bug.", + "summary": "Mostly distinct Transformers v5 regressions. The clearest duplicate-like pairs remain GGUF loading and Qwen3.5 save_pretrained; the EMBEDDIA/physical-intelligence loading issues are similar in theme but not conservatively the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44991 is still the best single anchor because it is a concrete, user-facing v5 tokenizer-loading regression and representative of the cluster\u2019s broad load-failure theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the best representative issue in the cluster because it states the regression window and the concrete failure mode most generally, making it the most useful triage target for the duplicate pocket.", + "best_issue_reason": "Issue 44991 is the strongest standalone issue for the cluster because it captures a clear, actionable tokenizer-load regression without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures on v5, but they name different models and there is no clear shared concrete bug path." + "reason": "Both are loading failures, but they involve different models and no evidence of the same root cause." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related to custom-model initialization, but one is about non-persistent buffers and the other about notebook/custom init behavior; too different to merge." + "reason": "Related to v5 init behavior, but the specific failure modes are different and do not clearly share one fix." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature bugs, but the titles point to different failing entry points and symptoms." + "reason": "Both are audio-related, but one is a processor argument crash and the other is a feature-extraction helper issue." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Both touch generation/cache behavior, but one is about chunked generation with compiled forward and the other is a StaticCache length contract issue." + "reason": "Chunked generation/compiled forward inconsistency is a different bug from a cache-length type contract issue." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF/loading regressions, but one is a broad from_pretrained API break and the other is a model-specific Qwen2.5-GGUF failure." + "accept": true, + "reason": "Both point to the same GGUF loading path breaking in v5, with 43482 looking like a model-specific manifestation of the same regression." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different failure modes: dequantized model device_map offload versus GGUF model loading." + "reason": "Dequantized device_map offload failure is unrelated to GGUF loading." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different models and different missing attributes/loading symptoms." + "reason": "A missing tied-weights attribute and a model-specific loading failure are different root causes." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family regressions, but they affect different model variants and different code paths." + "reason": "Different Qwen model families and different failure types." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer init conflict versus custom model initialization breakage; not the same bug." + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated regressions." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different subsystems and different error types; no shared concrete fix path." + "reason": "Different errors in different components; no shared concrete bug path." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend mapping issue versus backend lookup for tensorflow_text; not the same defect." + "reason": "One is about missing tensorflow in install extras, the other about an undefined tensorflow_text backend." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate bug versus MIMI batching/padding-mask discrepancy." + "reason": "Audio chat-template sampling-rate default and MIMI batching mismatch are separate issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 load regressions, but they target different models and likely different underlying tokenizer/model problems." + "reason": "Both are model-loading regressions, but the titles show different models and different failure descriptions; the packet does not establish the same underlying tokenizer bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both mention custom-model behavior in v5, but one is initialization and the other is buffer serialization/junk; not the same bug." + "reason": "Both are init-related v5 regressions, but the failure modes differ and do not clearly share one fix." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is unrelated to the StaticCache return-type issue." + "reason": "Generation performance overhead is not the same as a cache-length type contract bug." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight tying in a multimodal model versus inconsistent lm_head serialization; related theme, different concrete bugs." + "reason": "Both involve tied weights/lm_head, but one is a model implementation bug and the other is save_pretrained serialization behavior." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading crash and Qwen3OmniMoe video-processing ValueError are unrelated." + "reason": "Llava Next load segfault and Qwen3OmniMoe video-input validation are unrelated multimodal failures." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and different incorrect-output mechanisms." + "reason": "Wrong outputs from a vision model and a processor resizing mismatch are different problems." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise/logging on load versus a tokenizer regex patch crash; not the same code-path problem." + "reason": "Load-time noise and a Mistral regex crash are not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model families and different loading failures." + "reason": "They are both loading failures, but the evidence does not show a shared underlying cause." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config loading failure versus template-node compilation failure; unrelated." + "reason": "FP8 config failure and template compilation failure are unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are model path discrepancies, but they concern different models and different missing-feature causes." + "reason": "Both are output mismatches, but one is due to padding masks and the other to missing STE." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom-model notebook init breakage and non-persistent buffer junk are different regression types." + "reason": "Custom-model notebook init and junk-filled non-persistent buffers are distinct v5 regressions." }, { "left": "issue:44265", - "right": "issue:44610", + "right": "issue:44683", "accept": false, - "reason": "torch.export/exportability issue versus processor input-size mismatch; not the same bug." + "reason": "torch.export and compiled flex_attention failures are different code paths and different fixes." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading regression versus tokenizer speed regression; different defects." + "reason": "Tokenizer loading regression and slow convert_tokens_to_ids performance are separate tokenizer issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model load failure versus Mistral regex patch crash; distinct code paths." + "reason": "Different models and different failure mechanisms." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different affected models and different failure sites." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained checkpoint serialization regression; 45357 is a later manifestation about incorrect visual encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank extraction issue versus compiled flex_attention failure on newer torch; unrelated." + "reason": "Audio fbank extraction and compiled flex_attention are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict versus model loading key error; different bugs." + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/init regressions, but they are different failure modes and not a single concrete defect." + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate regression classes." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different issues: _is_hf_initialized flag breakage versus mmap/OOM on Strix Halo." + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FineGrainedFP8Config failure versus float8 storage deserialization error; unrelated." + "reason": "FP8 config failure and Float8 storage deserialization failure are different issues." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Different tied-weights/model-collapse regressions with different triggers and surfaces." + "reason": "Both involve tied embeddings, but one is a missing tie in a model class and the other is LoRA merge collapse with extended vocab." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument bug versus a model loading regression; not the same issue." + "reason": "AddedToken constructor argument conflict is unrelated to the EMBEDDIA tokenizer-loading regression." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The Qwen3.5 save_pretrained pair (45216/45357) is the only clearly supported duplicate-looking match from the listed soft pairs, and the other rejections are reasonable given only title-level evidence. One mild caveat: the summary is broad and does not attempt exhaustive recall, but it does not overstate the evidence." + "accept": false, + "feedback": "The summary is mostly grounded, but at least one soft-edge acceptance is too aggressive for the evidence in the packet. In particular, issue:44987 vs issue:44991 are both loading regressions, but the titles only show different models and different failure descriptions; the packet does not conservatively establish the same underlying tokenizer bug. Because the analyst accepted that pair, the cluster verdict is not conservative enough. The GGUF and Qwen3.5 save_pretrained pairings are more defensible, but this one overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3344,12 +3329,12 @@ "issue:43531|issue:44291", "issue:44265|issue:45072" ], - "prepared_review_unit_hash": "02a6615e43e4513f11069898ee06a0b741f13c8d480abc4ebb87b90615d8f2aa", + "prepared_review_unit_hash": "a91fa1d5ba980f6b3ebc2fbcfba86bf6a593c67a6f1bf4b7749ee69571126934", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -3357,7 +3342,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36598, + "serialized_chars": 36600, "estimated_input_tokens": 9150, "estimated_eval_tokens": 18556 }, @@ -3366,84 +3351,84 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous rather than one tight duplicate cluster. Only two soft edges look plausibly duplicate-level: one around Qwen-VL temporal/rope indexing, and one around AutoTokenizer/tokenizer.json handling.", - "confidence": 0.61, - "canonical_issue_reason": "No single canonical issue: the items split into several unrelated regressions. If one representative must be chosen, issue:45812 is the strongest because it is broad, concrete, and has inbound references.", + "summary": "This cluster is mostly a grab bag of loosely related Transformers regressions (tokenizer/model loading, v5 compatibility, Qwen/VL variants, attention/training edge cases). The soft matches are lexical/theme similarities rather than the same underlying bug.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45020 is the broadest umbrella complaint in the set and best fits the cluster\u2019s general theme of recent-version loading regressions, even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best overall representative among the issues because it describes a clear, user-visible regression with broad impact and linked discussion.", + "best_issue_reason": "issue:45020 is the most suitable representative because it captures the widest user-facing regression pattern among the issues here; the rest are mostly narrower or unrelated variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5, but the failures are different: model-loading/base_model_prefix vs non-persistent buffer initialization." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different defects." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Different bugs in different models: Qwen3-MoE sliding-window behavior vs Granite speech config loading." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Granite speech config loading/strict config validation." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen-family issues, but one is PaddleOCR-VL loading in vLLM and the other is Qwen3-MoE sliding-window behavior; not the same bug." + "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer method conflict vs device-mapping cuda assert are unrelated failure modes." + "reason": "Tokenizer class-name conflict is unrelated to Qwen3 auto device mapping CUDA assert." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Both describe the same Qwen-VL temporal/rope-indexing regression in v5.3.0, affecting visual/video position IDs in closely related code paths." + "accept": false, + "reason": "Both concern Qwen VL/video, but one is a video input regression and the other is temporal position_id scaling; not the same bug." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and noisy loading output are unrelated issues." + "reason": "Torch 2.10 compatibility is a separate compatibility issue from noisy transformer loading messages." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity quality regression is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Perplexity on gpt-oss and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training issues, but the concrete failures differ: multi-GPU training vs IterableDataset with multiple images per prompt." + "reason": "Both are Qwen2-VL fine-tuning problems, but multi-GPU training and multi-image iterable-dataset failure are distinct issues." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage object are different code-path failures." + "reason": "Whisper runtime failure and missing Float8 storage object are different error paths." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor updates for modified special tokens is not the same as add_special_tokens failing to add BOS/EOS." + "reason": "Runtime post-processor refresh for special tokens is not the same as add_special_tokens failing to add BOS/EOS." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise and a tokenizer-loading regression for est-roberta are not the same underlying bug." + "reason": "Generic loading noise and specific tokenizer-loading failure for est-roberta are not the same defect." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are separate Transformers v5 regressions." + "reason": "_is_hf_initialized flag handling and junk-filled non-persistent buffers are separate v5 regressions." }, { "left": "issue:44079", @@ -3455,107 +3440,104 @@ "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior is distinct from a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code model breakage are different problems." + "reason": "Compiled flex_attention torch-version breakage is separate from remote_code model-loading breakage." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Both point to the same AutoTokenizer/tokenizer.json selection regression, with 45812 being a model-specific manifestation of the broader 44462 bug." + "accept": false, + "reason": "Ignoring tokenizer.json and wrong token IDs for Granite models are both tokenizer issues but different bugs." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Degenerate training with flash_attention_3 and zero-loss single-label classification are different classification-loss bugs." + "reason": "FlashAttention-3 training degeneration is unrelated to single-label classification with num_labels=1 zero loss." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure is not the same as the still-image temporal position-id scaling bug." + "reason": "Multiple-images iterable-dataset finetuning and still-image temporal position scaling are distinct Qwen2.5-VL bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "GPU+CPU offload loading failure and Qwen3 MoE training memory usage are different issues." + "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory usage." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are unrelated Transformers v5 breakages." + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate initialization/storage issues." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading and Llama4Config missing pad_token_id are different model-specific regressions." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA video_tower/temporal-attention bug and Qwen3.5 save_pretrained key regression do not share the same code path." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is different from Qwen3.5 save_pretrained key regression." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both concern TF packaging, but one is missing TensorFlow in the torch extra while the other is a tensorboard-only install causing an undefined backend error." + "reason": "Missing TensorFlow in torch extra and tensorboard-without-TF backend error are related packaging area, but not the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and Gemma3 NaN embeddings from sliding-window all-padding windows are distinct bugs." + "reason": "MIMI batched-vs-single padding-mask mismatch and Gemma3 NaN embeddings from sliding-window/all-padding windows are different bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral regex patch crashing are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regressions." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regression classes." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and dtype mismatches in bfloat16 inference are separate issues." + "reason": "torch.export failure on torch_compilable_check and dtype mismatch in bfloat16 inference are separate problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the cluster is mostly heterogeneous, and the two accepted soft edges are plausibly related duplicate-level regressions based on the titles. The conservative false verdicts are also reasonable. The representative issue choice and summary stay within the packet evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3654,12 +3636,12 @@ "issue:43377|issue:44610", "issue:43454|issue:45072" ], - "prepared_review_unit_hash": "9f90680cb9dcc4154e73cf6b8cedeaf1b7ed709d9d86e07f0757f60e3e390e0b", + "prepared_review_unit_hash": "1f6a7df3ba618392caa71c40f63842b8f5d3f30ec3770e06d363ae496c816824", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -3676,198 +3658,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues, with many superficial similarities around v5 regressions, loading, multimodal inputs, or device/memory errors. None of the soft pairs look like true duplicates of the same concrete bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the cluster\u2019s central theme: a Transformers v5 model-initialization regression affecting loading behavior. It is not a duplicate of the others, but it best anchors the shared v5 regression pattern.", + "summary": "The cluster is heterogeneous: most items are distinct regressions or docs/model-specific bugs, not true duplicates. I did not find any soft pair that looks like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes (model loading/init, multimodal preprocessing, tokenizer behavior, device-map, and docs issues).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most representative issue for the overall cluster because it describes a core v5 initialization breakage, which is the closest common thread among many other regression reports.", + "best_issue_reason": "If a representative issue is needed, issue:43611 is the broadest v5 loading/init regression in the set, but it is still not a good duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both involve v5 loading/init breakage, but one is about `base_model_prefix` and the other about custom model initialization; different failure modes and code paths." + "reason": "Both are v5 loading/init regressions, but they describe different code paths and symptoms (base_model_prefix loading vs custom model initialization)." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "`_is_hf_initialized` flag handling and bfloat16 dtype mismatch are unrelated bugs." + "reason": "Different problems: `_is_hf_initialized` flag handling vs dtype mismatches in bfloat16 inference." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." + "reason": "Both are vision-model issues, but one is SigLIP2 output quality and the other is Perceiver resolution handling; not the same bug." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "A backend packaging/install issue is unrelated to a PaddleOCR-VL model load failure." + "reason": "Unrelated: missing TensorFlow backend in installation vs PaddleOCR-VL model load failure in vLLM." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both mention indexing/positioning, but one is Qwen2.5-VL rope position logic and the other is Kosmos2.5 OCR length handling; not the same bug." + "reason": "Both involve multimodal position/index logic, but they target different models and different failure modes." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper load/runtime failure and meta-device loading regression are different issues." + "reason": "Whisper runtime failure and meta-device loading breakage are distinct issues." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied `lm_head` weights, but one is a model config not tying weights and the other is inconsistent serialization behavior." + "reason": "Both mention tied lm_head weights, but one is a model-specific untied-weight generation bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate internals bugs." + "reason": "Different internal regressions: ModelOutput key assignment vs non-persistent buffer initialization." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "FineGrainedFP8 failure and GGUF loading failure are unrelated model-loading problems." + "reason": "Different model families and different failures: FP8 config crash vs GGUF loading in v5." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one is finetuning with multiple images and the other is video position-id regression; not enough to treat as the same bug." + "reason": "One is finetuning with multiple images per prompt; the other is video vision-position-id regression." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen2.5-VL positional indexing, but one targets still-image temporal positions and the other video inputs; related, not the same concrete defect." + "reason": "Same model family, but one bug is still-image temporal scaling and the other is video position-id computation." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "A junk-buffer serialization regression and a ModelOutput keying bug are different code paths." + "reason": "These are separate v5 regressions with different code paths: buffer junk filling vs ModelOutput key handling." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multimodal finetuning with multiple images." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are separate issues." + "reason": "Different issues: CLIPVision hidden_states omission vs ModelOutput key bookkeeping." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video input regression in Qwen family and Gemma4 device mismatch are different bugs." + "reason": "Both are forward-pass regressions, but one is Qwen video input handling and the other is Gemma4 device-map mismatch." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but one is int4 reserved-memory behavior and the other is a model-specific video OOM." + "reason": "Both mention OOM, but the contexts are different (int4 quantization memory growth vs Sam3Video workload size)." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export export failure with `torch_compilable_check` are unrelated." + "reason": "Device-mismatch under CPU offload is unrelated to torch.export failing on torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument and strict config rejection are different loading regressions." + "reason": "Both involve loading/configuration in v5, but one is an init_empty_weights argument error and the other is strict config validation for granite_speech." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "A specific model load failure and a broad torch/Transformers compatibility issue are not the same bug." + "reason": "Different failures: PaddleOCR-VL model loading in vLLM vs torch/transformers version incompatibility." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index regression are unrelated." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Tokenizer special-token omission and wrong token IDs across models are tokenizer regressions, but not the same concrete defect." + "reason": "Tokenizer special-token insertion regression and AutoTokenizer wrong token IDs are different bugs." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC latents/STE forward mismatch." + "reason": "Device-mismatch offload bug and DAC from_latents forward mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-related, but one is an auto device-mapping CUDA assert and the other is a PLE forward device mismatch." + "reason": "Both are device-related, but one is a CUDA assert during auto-mapping and the other is a forward device mismatch in Gemma4 PLE." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crash on padding/truncation and export failures with `torch_compilable_check` are different subsystems." + "reason": "Tokenizer padding/crash issues are not the same as export-time torch_compilable_check failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVisionConfig is unrelated to Bamba-9B-v2 torch.compile/SDPA failure." + "reason": "Tied lm_head weight handling and Bamba torch.compile SDPA failure are different code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate default and PEFT adapter checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window mask off-by-one and slow `convert_tokens_to_ids` are separate regressions." + "reason": "Different regressions: sliding-window mask off-by-one vs tokenizer speed slowdown." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." + "reason": "Doc example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different models and different load failures; no shared concrete bug." + "reason": "Both are load failures, but they affect different models and likely different breakpoints." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch discrepancy in MIMI and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo processor/model size mismatch are not the same issue." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying/serialization and bfloat16 dtype mismatch are different problems." + "reason": "Different regression classes: tied-weight generation bug vs dtype mismatch in inference." } ] }, @@ -3972,12 +3954,12 @@ "issue:44387|issue:45704", "issue:44610|issue:44898" ], - "prepared_review_unit_hash": "bbd1be4a3cecee02f4664352c8a67aa5e5df8f450c9707ee354c0810e48a35be", + "prepared_review_unit_hash": "2029289e1886fc47f77d098db7050cb38076f8c3223590eeb35b5c344df1feed", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -3994,198 +3976,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft edges are false positives: the titles often overlap on broad themes like quantization, offloading, multimodal serving, or save/load behavior, but each report points to a different concrete bug and code path.", - "confidence": 0.74, - "canonical_issue_reason": "No single issue is a clear canonical for this set; if forced, issue 43873 is the broadest open report with the most discussion/inbound references, but it is still distinct from most others.", + "summary": "The set is a loose collection of unrelated bug reports; there is no strong duplicate cluster. The closest theme is offloading/quantization/loading behavior, but the paired items still describe different concrete failures and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "43873 is the broadest representative issue in the set, centered on offloading/quantization behavior and closest to the few related candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best representative only in a loose sense because it is open, broadly scoped, and has the most cross-references; however, the cluster is too heterogeneous for a true umbrella issue.", + "best_issue_reason": "43873 is the best umbrella representative for triage because it is open, broad, and nearest to the recurring device/offload/quantization theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different symptoms and models: perplexity on gpt-oss-20b vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Different models and failures: perplexity evaluation vs Whisper empty-transcription generation." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "One is MoE weight conversion during accelerate+deepspeed loading; the other is a missing gradient-checkpointing flag in a trust_remote_code variant." + "reason": "Unrelated root causes: MoE weight conversion/loading vs missing gradient-checkpointing flag." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized model loading with gpu+cpu offload while the other is general offloading behavior under quantization." + "reason": "Both mention offloading, but one is dequantized model loading on CPU/GPU offload while the other is a broader quantization/offloading complaint." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Unrelated config issues: missing pad_token_idx in StableLmConfig vs failing to unwrap text_config for composite Qwen multimodal configs." + "reason": "StableLm config pad_token_idx regression is unrelated to Qwen multimodal text_config unwrapping." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression on a specific model/data pair is not the same bug as PEFT LoRA gradient checkpointing being ineffective." + "reason": "Perplexity anomaly and gradient-checkpointing behavior are different bugs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve batched inputs and shape differences, but one is MIMI padding-mask behavior and the other is Perceiver image-resolution handling." + "reason": "Both are shape/batching-related, but they affect different models and different preprocessing paths." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization is unrelated to tokenization behavior changes across versions." + "reason": "Quantization/offloading behavior is unrelated to tokenizer version-dependent tokenization changes." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "One is missing lm_head tying in a multimodal model; the other is packed-weight unpacking during accelerate loading for BitNet." + "reason": "Tied lm_head weights and unpacking packed weights are different model-loading issues." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope-index temporal scaling and slow tokenizer conversion performance are unrelated code paths." + "reason": "RoPE index scaling bug is unrelated to tokenizer conversion performance." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-family failures, but one is auto device mapping cuda assert and the other is flash-attention generation correctness." + "reason": "Different Qwen versions and different failure modes: CUDA assert during auto device mapping vs flash-attention generation issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both touch save/load serialization, but one is tied lm_head.weight behavior by device and the other is incorrect visual encoder keys in Qwen3.5." + "reason": "Both involve save/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for est-roberta and kernels v0.15 version/revision requirements are separate dependency/config issues." + "reason": "Tokenizer loading failure and kernels import/version-revision failure are unrelated." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "A label-reduction bug in BeitImageProcessorFast is unrelated to a missing all_tied_weights_keys attribute in MolmoForCausalLM." + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights metadata." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + "reason": "3d_parallel script execution failure and Qwen3Moe FP8 loading failure are different code paths." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cuda asserts." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen auto device-mapping CUDA asserts." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset is a processor issue, while the other is generation with inputs_embeds and past_key_values." + "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure and tokenizer loading failure for est-roberta are different models and failure modes." + "reason": "Different failure domains: GLM model loading vs tokenizer loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Model dtype propagation on Blip2 is unrelated to Trainer resume_from_checkpoint max_steps calculation." + "reason": "Dtype propagation in Blip2 loading is unrelated to resume_from_checkpoint max_steps calculation." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family forward issues, but one is a variable-name collision in Gemma3nModel.forward and the other is a device mismatch in Gemma4 PLE with device_map=auto." + "reason": "Both are Gemma-family multimodal issues, but one is a variable-name collision in forward and the other is a device mismatch in PLE forward." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Missing lm_head tying in Mistral3 differs from incorrect visual encoder keys during Qwen3.5 save_pretrained." + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder save keys." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor output shape mismatch is unrelated to tokenizer behavior changes." + "reason": "Video processor batch-shape bug is unrelated to tokenizer changes across versions." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenization crashes on NER/batching are unrelated to dtype mismatches in SwitchTransformers and TimmWrapperModel." + "reason": "Tokenizer padding/truncation crashes and bf16 dtype mismatches are different bugs." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocking granite_speech loading is a config-class issue, not the same as tokenizer loading for est-roberta." + "reason": "Strict config loading for granite_speech is unrelated to est-roberta tokenizer loading." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Torch.compile with SDPA on Bamba-9B-v2 and packed-weight unpacking during accelerate loading are different failure paths." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to accelerate loading of packed BitNet weights." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected num_items_in_batch in CustomTrainer.compute_loss is unrelated to FineGrainedFP8Config failures in Qwen3Moe." + "reason": "Trainer compute_loss signature incompatibility is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both hit transformers serve, but one crashes on multimodal Qwen3.5 inputs and the other on Gemma4Processor missing _tokenizer." + "reason": "Both crash in serve with multimodal processors, but the concrete failures and code paths differ." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch and inability to run 3d_parallel.py are unrelated problems." + "reason": "Trainer loss-signature API mismatch is unrelated to the 3d_parallel script failure." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "TensorFlow backend packaging and kernels version/revision requirements are unrelated dependency issues." + "reason": "Backend installation omission and kernels version/revision import failure are unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "General quantization offloading bugs are not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Both involve memory/offload concerns, but Strix Halo mmap OOM is a platform-specific OOM issue, not the same quantization offloading bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA reserved-memory OOM under int4 quantization is unrelated to T5 using apex.FusedRMSNorm and its memory leak." + "reason": "CUDA reserved-memory growth under int4 quantization is unrelated to T5 apex RMSNorm memory leak." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Processor/model resolution mismatch in OmDet-Turbo and Perceiver interpolation behavior are different image-preprocessing bugs." + "reason": "Different vision preprocessing bugs: OmDet-Turbo output size mismatch vs Perceiver non-default resolution interpolation failure." } ] }, @@ -4293,12 +4275,12 @@ "issue:43531|issue:45759", "issue:44492|issue:44509" ], - "prepared_review_unit_hash": "a5f121fa25e4ec2b23e304644b0c1a2fb911c19f0cfc3777834470f06c5f95e7", + "prepared_review_unit_hash": "4eb16ac09f90c101275c24ce9cca3f2d3be9a001d582cd98fe67386038111736", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -4315,210 +4297,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of superficially similar but distinct bugs. I found no soft edge that looks like the same concrete issue/change, so all pairwise candidates are rejected. The closest anchor is the tokenizer-regression subgroup, with issue 45701 as the broadest representative and issue 45812 as the most actionable regression report.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45701 is the broadest tokenizer-regression report and is the most plausible umbrella anchor for the tokenizer-related subset; the rest are mostly model- or component-specific failures.", + "summary": "Heterogeneous cluster of mostly unrelated Transformers issues. The only common thread is broad tokenization/model-loading regressions, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45812 is the strongest cluster representative: it describes a concrete, broad tokenizer regression affecting all Granite models and is more actionable than the more generic or model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the clearest high-impact regression report, with a specific silent tokenization break across Granite models and strong triage value.", + "best_issue_reason": "Issue 45812 is the best single issue to anchor the cluster because it is specific, regression-oriented, and spans a wider surface than most others in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Different failure modes: FSDP CPU RAM efficient loading vs non-persistent buffer initialization; same training/runtime area, not the same bug." + "reason": "CPU RAM-efficient loading breakage is a different failure mode from non-persistent buffer corruption; they affect different code paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime/model-loading failures, but one is torch.compile+SDPA on Bamba and the other is CPU-offload device mismatch on Bark." + "reason": "One is a torch.compile SDPA issue on Bamba, the other is a CPU offload device mismatch on Bark; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer NER/padding crash in LayoutLMv2 is unrelated to OmDet-Turbo processor size mismatch." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch; unrelated symptoms and components." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next is a different bug from quantized-save/load corruption in sinq." + "reason": "Llava Next segfault on load is not the same as sinq quantization save/load corruption." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Both involve save/load workflows, but one is a cache-path collision and the other is file permission propagation." + "reason": "Cache path collisions and read-only permission propagation are distinct filesystem issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both touch model loading/quantization, but FineGrainedFP8 failure and dequantized gpu+cpu offload failure are different code paths." + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model CPU/GPU offload loading are different quantization/loading problems." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization regressions, but one is about processor.tokenizer/images in v4.57.5 and the other is a broader tokenization change report." + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as a general claim that version changes tokenization." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model families and symptoms: cudaErrorAssert in Qwen3 auto device mapping vs segfault on Llava Next load." + "reason": "Auto device mapping cuda assert on Qwen3 and a Llava Next load segfault are separate model-loading failures." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on one model is not the same as a generic tokenization-version complaint, even if tokenization could be a factor." + "reason": "High perplexity on GPT-OSS is a model quality/regression report, not the same as a tokenization version discrepancy." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert is unrelated to failing to run 3d_parallel.py." + "reason": "Qwen3 auto device mapping failure and inability to run 3d_parallel.py are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are Qwen3-related, but auto device mapping failure and TP-only MoE failure are distinct issues." + "reason": "Auto device-map cuda errors and TP-only GPT-OSS MoE failures are different parallelism issues." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin and a 3d_parallel.py runtime failure are unrelated." + "reason": "GenerationMixin import breakage is unrelated to the 3d_parallel.py execution problem." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as kernels requiring version/revision metadata." + "reason": "Torch version incompatibility and kernels import requirements are different dependency issues." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a Mistral regex/backend crash and the other is wrong token IDs for Granite models." + "reason": "Mistral regex patch crashing during tokenizer load is a different tokenizer path than the Granite token-ID regression." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels import/version requirement." + "reason": "Missing pad_token_id on Llama4Config is unrelated to evaluate/kernels import version constraints." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API discrepancies, but they affect different fields and model configs." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior are different config serialization issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different regressions." + "reason": "Qwen3-MoE sliding-window behavior and StableLm pad_token_idx regression are unrelated model/config bugs." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3 modular recurrent-state reset are unrelated model behaviors." + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent state resets do not share the same code path." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe is not the same as Qwen3VL weight_only loading failure." + "reason": "Video-input processing errors in Qwen3OmniMoe are not the same as weight_only loading failures in Qwen3VL." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as Granite-wide wrong token IDs on AutoTokenizer." + "reason": "Runtime special-token post-processor updates and Granite wrong token IDs are both tokenizer-related, but they are different bugs." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Two tokenizer bugs, but different models and failure surfaces: batched padding/truncation vs task-time AttributeError." + "reason": "LayoutLMv2 tokenizer NER/padding crashes and MLukeTokenizer AttributeError are separate tokenizer implementations and failures." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "A BEiTImageProcessorFast label reduction bug is unrelated to a glm-4v-9b load failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated image-processing/model-loading issues." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is a different issue from T5Tokenizer's add_special_tokens method conflict." + "reason": "Slow-vs-fast tokenizer inconsistency is broader and different from the T5Tokenizer add_special_tokens name conflict." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming inference failures are separate bugs." + "reason": "Gemma4Processor missing _tokenizer crashes transformers serve, while the Qwen3.5 streaming issue is a separate serving/runtime problem." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Void segmentation map processing and BarkProcessor voice_preset are unrelated processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile+SDPA on Bamba and BigBird mask-token registration/decode issues do not share the same underlying code path." + "reason": "torch.compile/SDPA failure is unrelated to BigBirdTokenizer mask token registration and decode behavior." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU-offload device mismatch for Bark-small and BitNet packed-weight unpacking during accelerate loading are distinct loading bugs." + "reason": "CPU offload device mismatch and packed-weights unpacking during accelerate loading are different loading/quantization issues." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Special-token runtime post-processing and broad tokenization-version changes overlap only loosely; not the same concrete bug." + "reason": "Special-token post-processor update bug is not the same as a broad tokenization-version complaint." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to kernels import metadata requirements." + "reason": "PagedAttentionCache linear_attention failure is unrelated to the kernels version/revision import error." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "FineGrainedFP8Config failure and Llava Next segfault are different model-loading problems." + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-specific problems." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is not the same as missing BigBird special-token registration." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer special-token decode issues." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoModelForCausalLM from_config text_config unwrapping are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are different code paths." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and outdated pipeline docs are both doc-ish, but not the same underlying issue." + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are not the same issue." } ] }, @@ -4623,12 +4605,12 @@ "issue:43540|issue:46294", "issue:39692|issue:43873" ], - "prepared_review_unit_hash": "13a649a197437fc631bb71fb9dd08134a58ef351b34c859888cd6ae7d8f48d10", + "prepared_review_unit_hash": "6c71dab0bba49a38a5841e3a158114bb99eb18667c386446b0e37541a3cbdfd6", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -4645,174 +4627,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issue reports; the only clear duplicate pair is the Qwen2_5_VLProcessor apply_chat_template crash (#44514/#44545).", + "summary": "Only one strong duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template padding=False issues. The rest are mostly unrelated bugs across different models/subsystems and should not be merged as duplicates.", "confidence": 0.92, - "canonical_issue_reason": "#44545 is the cleaner canonical record: same bug as #44514, later report, and slightly more referenced.", + "canonical_issue_reason": "issue:44545 is the cleanest representative of the exact Qwen2_5_VLProcessor batched-input/padding=False crash and has slightly more linkage, making it the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#44545 is the best representative issue in this set because it is the exact duplicate target for the only strong match and has the clearest, most specific problem statement.", + "best_issue_reason": "issue:44545 is the best overall issue in this cluster because it most precisely describes the shared bug in the only true duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Different subsystems and failures: TrainerState token counting vs progressive generation with inputs_embeds/past_key_values." + "reason": "Different failures in different trainer paths: token counting state vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different code paths: metric gathering/label truncation vs SAM3 text+box prompt behavior." + "reason": "Different subsystems and symptoms: distributed metric gathering label handling vs SAM3 text/box behavior." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same issue title and same crash in Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False; clear duplicate." + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Unrelated bugs: quantization offloading behavior vs T5/apex FusedRMSNorm memory leak." + "reason": "Quantization/offloading mismatch is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token video-branch undefined variables are unrelated." + "reason": "Local-path slash import warning is unrelated to a multimodal token-counting video-branch bug." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different failures: Qwen3 device mapping cuda assert vs PEFT local checkpoint loading." + "reason": "Qwen3 auto device-map CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both token-related, but one is runtime post-processor updating and the other is save/load preserving custom token IDs; not the same bug." + "reason": "Runtime special-token post-processor update bug is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:33666", "right": "issue:35707", "accept": false, - "reason": "Multi-GPU training question for Qwen2-VL is not the same bug as progressive generation with inputs_embeds/past_key_values." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to generation with inputs_embeds and past_key_values." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different models and failure modes: Perceiver interpolation vs dtype mismatch in inference." + "reason": "Perceiver non-default resolution failure is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatch." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping bug vs CPU-offload incompatibility in rotary embedding; not the same code-path problem." + "reason": "Composite Qwen config unwrapping is unrelated to Qwen3_5MoE rotary embedding CPU offload." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-loading issues, but they affect different models and likely different root causes." + "reason": "Loading a specific model fails for different tokenizer/config reasons; not the same bug." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to Float8 storage lookup failure." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the Float8 storage lookup error." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling crash and Qwen multimodal config unwrapping are unrelated." + "reason": "Flash-attention sink handling bug is unrelated to Qwen 3.5/3.6 multimodal config unwrapping." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to saving incorrect visual encoder keys." + "reason": "Config warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword conflict and ScandiBERT load failure are different bugs." + "reason": "AddedToken special-argument conflict is unrelated to loading a specific pretrained model." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model-loading failure and PIL image processor torchvision dependency are unrelated." + "reason": "Tokenizer/model loading regression is unrelated to PIL image processors requiring torchvision." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Doc/example mismatch and processor/model resolution mismatch are different image-processing issues." + "reason": "SigLIP2 docs errors are unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." + "reason": "Apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Runtime post-processor refresh bug and BigBirdTokenizer special-token registration bug are different tokenizer issues." + "reason": "Tokenizer post-processor update bug is unrelated to BigBirdTokenizer mask-token registration/empty decode issue." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are not the same defect." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 KeyError and missing gradient-checkpointing flag on a trust_remote_code variant are unrelated." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Nemotron-3-Nano-Omni gradient-checkpointing flag omission." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both concern offline/tokenizer loading, but one is cache lookup failure and the other is an unconditional model_info call in a Mistral regex patch; distinct root causes." + "reason": "Offline cache tokenizer loading failure is unrelated to mistral regex patch calling model_info unconditionally." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: SFT unpacking of Qwen3.5 embeddings vs evaluate() after train()." + "reason": "Qwen3.5 SFT unpacking issue is unrelated to trainer.evaluate failing after trainer.train." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Same as above: unrelated T5 RMSNorm leak vs Qwen3_5Moe CPU offload incompatibility." + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5MoE CPU offload incompatibility." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different model-specific bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different tokenizer families and different failure modes: post-processor update vs LayoutLMv2 batching/padding crash." + "reason": "Tokenizer backend post-processor update bug is unrelated to LayoutLMv2 NER/batched padding crashes." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval restriction is unrelated to T5 apex memory leak." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5 RMSNorm memory leak." }, { "left": "issue:43525", @@ -4824,25 +4806,25 @@ "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve Mistral/Kimi tokenizer handling, but one crashes in _patch_mistral_regex while the other is a codec-handling regression with warning text; not clearly the same bug." + "reason": "Mistral regex crash on tokenizer loading is related to tokenizer patching but not the same as the Kimi-K2.5 codec/regression report." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen video-input issues, but one is a ValueError in Qwen3OmniMoe and the other is a feature/token mismatch in Qwen3.5-9B; likely different root causes." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3.5-9B video token mismatch are different video-processing failures." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to quantization offloading behavior." + "reason": "SigLIP2 doc example issues are unrelated to quantization/offloading behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted pair (#44514/#44545) is strongly supported by the identical titles plus matching crash description. The other soft-edge rejections are conservative and do not overclaim duplicate status. No PR-pair mergeability concerns apply here." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate pair is issue:44514 / issue:44545, and the rest of the soft-edge rejections are consistent with the issue titles and descriptions. Canonical/best-issue selection is also supported by the slightly higher linkage on issue:44545." }, "evaluator_used": true, "retried": false, @@ -4858,8 +4840,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -4950,7 +4932,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -5262,12 +5244,12 @@ "issue:42175|issue:45081", "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "cc678a99f1829732f5cfe0268613c9f128518e202721d48486ebd7e55fa85e8c", + "prepared_review_unit_hash": "043c74d4b979f660fe2ed2c46ac891204510c233e12c5691e3d08f7505008e9a", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -5284,186 +5266,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a single duplicate family; they span many unrelated areas (tokenizers, vision, model loading, trainer, docs, hardware-specific bugs). The closest overlap is the v5 pipeline-removal/docs subgroup, but even there the artifacts are not the same concrete bug or change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43825 is the closest thing to a representative anchor because it has the clearest v5 pipeline-removal angle and some inbound traffic, but there is no true cluster-wide canonical issue here.", + "summary": "These items are mostly a loose set of regression reports sharing broad themes like tokenization, v5 behavior changes, and model-loading issues, but they do not form a strong duplicate cluster. I found no soft edge that clearly meets the bar for the same concrete bug/change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45701 is the broadest and most central report here, with the highest inbound reference count and a title that can serve as an umbrella for tokenizer-version regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43825 is the best available issue representative for the small v5 pipeline/doc overlap, though it is not a strong canonical choice for the overall set.", + "best_issue_reason": "issue:45701 is the best representative issue in this set because it is broad, well-referenced, and closest to the recurring tokenizer/version-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are model-output complaints, but they involve different models and different failure modes; not the same underlying bug." + "reason": "Both are version-related output regressions, but they affect different models and different code paths; too broad to be the same bug." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing and trainer custom loss kwargs are unrelated code paths." + "reason": "Image segmentation-map processing and trainer compute_loss signature errors are unrelated." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "One is a weight_only loading error for Qwen3VL, the other is a flash-attention generation issue for Qwen3.5; different bugs." + "reason": "Different models, different failure modes, and different subsystems; no shared concrete bug." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "One is a dtype-loading issue in BLIP2, the other is a missing temporal-attention/weight-sharing problem in Video-LLaVA." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs errors and Kosmos2.5 OCR index error are different problems." + "reason": "Doc-example errors for SigLIP2 and long-input OCR index errors in Kosmos2.5 are not the same underlying problem." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription failure after special-token alignment is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS histogram int support error are different models and backends." + "reason": "Llava Next segfault and an MPS histogram dtype error in moe are different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated failures." + "reason": "AutoImageProcessor URL loading and template-compilation failure are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same bug." + "reason": "Both mention runtime mismatches, but they involve different models and different failure causes; not mergeable into one fix." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression for Qwen VL models and Kosmos2.5 OCR indexing are unrelated." + "reason": "Different model families and different regression types; only loosely similar because both are input-processing bugs." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "v5 pipeline error messaging and SigLIP2 nonsensical outputs are different issues." + "reason": "One is an error-message/docs issue around removed translation tasks, the other is a model output regression; not the same bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batched padding and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + "reason": "Both are tokenizer-loading/usage issues, but they concern different tokenizers and different failure modes." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset handling and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not the same change." + "reason": "RoPE implementation discussion and docs still mentioning removed pipeline tasks do not share a concrete code-path bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache.get_seq_length contract mismatch and return_tensors being ignored are separate API issues." + "reason": "StaticCache return type and text_kwargs/return_tensors handling are separate API bugs." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code and generic remote_code breakages are related only broadly, not the same concrete bug." + "reason": "Both relate to remote_code breakage in v5, but 45020 is a broad umbrella and 44561 is a specific missing-function regression; not clearly the same defect." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer spacing after added tokens and slow/fast tokenizer inconsistency overlap conceptually, but the concrete behaviors and code paths are not clearly the same." + "reason": "Both involve tokenizer behavior, but one is a specific added-token spacing bug and the other is a broad slow/fast inconsistency report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and AppleSilicon warmup TypeError are unrelated." + "reason": "BLIP2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch and trainer.evaluate() after train() are different runtime failures." + "reason": "Mask shape IndexError and trainer.evaluate() failing after training are different issues." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size mismatch and dtype mismatch in other models are unrelated." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different code paths." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and bfloat16 dtype mismatch are different code-path problems." + "reason": "Packed-weight unpacking during accelerate loading and dtype mismatch in inference are separate bugs." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breaks and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer/model-loading issues." + "reason": "Both are loading failures, but one is about gguf_file handling in from_pretrained and the other is tokenizer loading for a specific model under v5." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both mention v5 pipeline removals, but one is an error-message bug and the other is a docs reference cleanup; not the same underlying bug or change." + "reason": "Both touch pipeline v5 removals, but one is an error message and the other is stale docs; they would not plausibly merge into one PR." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon warmup TypeError and LwDetrImageLoss float16 AMP crash are unrelated." + "reason": "AppleSilicon warmup TypeError and CUDA AMP float16 crash are unrelated hardware/runtime issues." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 lm_head weight tying and Qwen3VL weight_only loading are different model-loading defects." + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are different model-specific regressions." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are unrelated tokenizer/processor bugs." + "reason": "A Mistral tokenizer regex patch crash and a Gemma4Processor _tokenizer attribute error are not the same bug." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of a prior issue and an FP8 B200 inference failure are not the same bug." + "reason": "An isolated reproduction of an older issue and an FP8/B200 inference problem are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow backend in torch install and Mistral tokenizer regex crash are unrelated." + "reason": "Backend installation packaging and Mistral tokenizer regex handling are different areas entirely." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked LM predictions in v5 and version-dependent tokenization changes are too broad and not the same concrete defect." + "reason": "CamemBERT masked-LM output drift and a general tokenization-change report are too different in scope and mechanism." } ] }, @@ -5482,8 +5464,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -5573,7 +5555,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -5794,8 +5776,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -5888,7 +5870,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -6127,8 +6109,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -6215,7 +6197,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -6421,8 +6403,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -6513,7 +6495,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -6740,8 +6722,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -6831,7 +6813,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -7052,8 +7034,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -7143,7 +7125,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -7449,12 +7431,12 @@ "issue:39692|issue:46192", "issue:44554|issue:45356" ], - "prepared_review_unit_hash": "2e5d353488406f25c9f83a07ce3d79bcb3b51cc0525213b47bf802c08eb2ced2", + "prepared_review_unit_hash": "4bf8acf3a280ad2f015ec76a65e7cd1e509dac145b5e189b1a3949375bbf94e1", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -7471,186 +7453,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad keywords like tokenizers, multimodal processors, generation, or serving. I found no soft pair that clearly refers to the same underlying defect, so no merge-worthy duplicates here.", + "summary": "No convincing duplicates here: the issues span unrelated areas (tokenizers, generation, serving, quantization, training, and multimodal processors). The soft-similarity pairs mostly share a subsystem label, not the same underlying bug or change.", "confidence": 0.91, - "canonical_issue_reason": "issue:44521 is the best anchor if one must pick a canonical issue: it is active, broadly scoped to multimodal `apply_chat_template`, and has inbound references; however, it does not actually unify the rest of the cluster.", + "canonical_issue_reason": "issue:44521 is the most representative current bug report in this set: open, reproducible, and a concrete multimodal template regression with user-visible impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue in this set because it is clearly described, currently open, and broad enough to represent a real multimodal template regression.", + "best_issue_reason": "issue:44521 is the best single issue to anchor on because it is specific, actionable, and actively reported; among these unrelated issues it reads like the clearest candidate for triage attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Completely unrelated: a Janus test failure vs a PEFT version-pin release issue." + "reason": "Different problems: a janus test failure vs. a PEFT version constraint/release issue." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but the endpoints and failure modes differ (`str.to` on multimodal batching vs KV-cache tensor indexing)." + "reason": "Both involve serve/generation crashes, but the failing code paths and symptoms differ (continuous batching multimodal crash vs KV-cache continuation indexing bug)." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and bugs: compiled-forward chunked generation vs Whisper empty-transcription generation." + "reason": "Both are generation-related, but one is compiled-forward inconsistency and the other is Whisper empty-transcription handling after token alignment." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention `s_aux=None` crash is unrelated to sinq save/load quantization breakage." + "reason": "Flash-attention sinkless-model crash is unrelated to sinq save/load corruption after quantization." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "One is a SigLIP2 model-output bug; the other is a generic key/position-id regression across models." + "reason": "SigLIP2 bad outputs vs a position-id key warning; different symptoms and likely different root causes." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "FlashAttention test failures and MLflow job-finalization issues are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training failure." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient explosion is unrelated to a Phi-4 multimodal load failure." + "reason": "ZeRO-3 gradient inflation is unrelated to loading a multimodal Phi-4 model." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization/offloading are different bug classes." + "reason": "Aux-loss normalization and quantization/offloading are different bugs in different training/runtime paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token counting are unrelated." + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token counting." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer parity issue vs Trainer NoneType broadcast error; no shared code path." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast NoneType error." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages." + "reason": "Both touch apply_chat_template, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call messages with empty content." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention PyTorch version check are unrelated." + "reason": "MPS attention correctness issue and a flex_attention version-check bug are separate code paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export failure on ViT is unrelated to SigLIP2 zero-probability outputs." + "reason": "JIT scripting/export failure for ViT is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error and a Python 3.13 flash_attn import KeyError are distinct." + "reason": "Template-node compilation error and flash_attn import KeyError are unrelated failures." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids handling." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only fine-tuning token-type defaults." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offload, but one is offloading not working and the other is save/load corruption after sinq quantization." + "reason": "Quantization offloading behavior and sinq save/load breakage are not the same bug." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 input-defaulting bug and Gemma4 device-map forward mismatch are different failures." + "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch during forward are distinct issues." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift and resume checkpoint key mismatch do not share a concrete bug." + "reason": "Embedding dtype drift in eval is unrelated to checkpoint key mismatch on resume." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Bfloat16 inference dtype mismatches and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwarg update after sync_gpus and Qwen3.5 output_hidden_states bug are separate generation issues." + "reason": "Generation kwarg update after sync_gpus is unrelated to an output_hidden_states bug in Qwen3.5." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and `return_tensors` being ignored are different tokenizer bugs." + "reason": "LayoutLMv2 tokenization crashes on NER/batched padding are unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 serve processor missing `_tokenizer` is unrelated to rope-parameter JSON list handling." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to RoPE validation rejecting a JSON-loaded list." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 and `return_tensors` precedence are not the same defect." + "reason": "Gemma4 PLE device placement and return_tensors handling are different bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Added-token spacing and CLIP bus error on MacOS are unrelated." + "reason": "Tokenizer added-space bug is unrelated to a MacOS bus error with CLIP." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatches." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video shape bug are different multimodal issues." + "reason": "Processor/tokenizer regression is not the same as batched video shape handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Custom processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-specific bugs." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs/model mismatch and ignored `return_tensors` are separate problems." + "reason": "SigLIP2 doc/example errors are unrelated to return_tensors being ignored with text_kwargs." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues do not share the same code path." } ] }, @@ -7669,8 +7651,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -7759,7 +7741,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -8074,12 +8056,12 @@ "issue:43335|issue:44112", "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "84da5fe9a3f434dff1060f313eb4dc4deffa6ad83056961cf96a7da8a383d3c0", + "prepared_review_unit_hash": "69d334598dab42e01d4d761aa92dcac72e5f2eb07f232bf8feaf7f09ccc220b6", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -8096,231 +8078,231 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are only loosely related by subsystem or release context. The only clear duplicate is the pair of Qwen3.5 MoE `from_pretrained` issues (45310 and 45478).", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45310 is the clearest canonical issue because it shares the exact same title as 45478, appears earlier, and already has an inbound reference; 45478 reads like a later duplicate report of the same Qwen3.5 MoE `from_pretrained` failure.", + "summary": "This cluster is mostly heterogeneous; the only clear duplicate pair is the repeated Qwen3.5 MoE `from_pretrained` regression report. All other soft pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier, fuller report of the Qwen3.5 MoE `from_pretrained` regression, and issue:45478 appears to be the later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best overall representative for the duplicated Qwen3.5 MoE `from_pretrained` regression because it is the earlier report and already has an inbound reference.", + "best_issue_reason": "issue:45310 is the strongest representative issue in the cluster: it has the same concrete failure mode as issue:45478, clearer scope, and is the earlier tracking report. The rest of the cluster is too mixed to use as a single thematic representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different failures: processor/model input-size mismatch vs AMP float16 crash in a loss module." + "reason": "Both are vision/detection runtime bugs, but they affect different models and different code paths; not the same underlying defect." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "Both are runtime bugs, but they affect different code paths and symptoms." + "reason": "One is a DAC decoding/STE mismatch, the other is a GraniteSpeech CI device-override test failure; no shared bug identity." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both involve docs around v5 changes, but they are different pipeline/documentation issues." + "reason": "Both are docs-related, but they describe different pipeline API/documentation mismatches and are not the same change or bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Unrelated components: DAC latent decoding vs a qwen3_omni_moe helper function." + "reason": "Unrelated model internals: DAC latent reconstruction vs. qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different bugs: unsupported `center` argument in feature extraction vs empty-transcription generation failure." + "reason": "Both are audio-related, but one is an audio feature extractor arg crash and the other is Whisper generation on empty transcription; different failures." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different models and failures: SwitchTransformers sparse-layer construction vs Bamba SDPA/torch.compile." + "reason": "Different models and different failure modes: SwitchTransformers config construction vs. Bamba torch.compile/SDPA issue." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are training-loss related, but one is an AMP crash and the other is missing auxiliary losses." + "reason": "Both involve detection models, but the bugs are distinct (AMP crash vs. missing auxiliary losses)." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different subsystems and root causes: CPU offload device mismatch vs qwen3_omni_moe output-length helper behavior." + "reason": "Device-mismatch CPU offload issue in Bark is unrelated to qwen3_omni_moe helper behavior." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A failed image-generation test and a stale warning in generation are unrelated." + "reason": "A janus test failure and a stale generate() warning are different issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different models and code paths: Pegasus output regression vs Qwen recurrent-state reset in cache handling." + "reason": "Pegasus output regression and Qwen3 recurrent-state reset are different model-specific bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Import error for a missing helper is not the same as general Torch 2.10 incompatibility." + "reason": "A missing import symbol and a Torch 2.10 compatibility report are related only broadly to versioning, not the same defect." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 token-type-id issue and a flash-attention `s_aux=None` crash are separate problems." + "reason": "Different code paths: Gemma4 token-type defaults vs. flash_attention sink-less model crash." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab collapse and category-count overflow are unrelated bugs." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are loading issues, but they involve different models and mismatch mechanisms." + "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call handling and Qwen2.5-VL video position IDs are distinct failures." + "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are different bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different components: SwitchTransformers config vs BigBird tokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing error is unrelated to qwen3_omni_moe helper behavior." + "reason": "Python 3.13 import/torchscript parsing error is unrelated to qwen3_omni_moe feature-length output behavior." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "A compile/SDPA model bug and a CI stale-device-test failure are not the same issue." + "reason": "Different subsystems and failures: compile/SDPA vs. CI stale device override test." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: DAC latent mismatch vs position-id key warnings." + "reason": "DAC latent reconstruction and unexpected position-id keys are not the same bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: feature-extractor crash vs Gemma4 PLE device mismatch." + "reason": "Both are device-related, but they hit different models and different mechanisms; not mergeable as one fix." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and Trainer `_gpu_broadcast_one` TypeError are unrelated." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different model families and bugs; only broad ML/model-loading similarity." + "reason": "SwitchTransformers config construction and Beit pretrained preset loading are different model-loading issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention sinkless-model crash and Qwen rotary embedding CPU-offload incompatibility are separate issues." + "reason": "Both involve CPU/offload context, but the failing code paths are different (flash_attention sink-less handling vs. rotary embedding)." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different symbols and different causes." + "reason": "Missing import symbols in different modules are not the same underlying issue." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Training/eval dtype drift is unrelated to pipeline v5 error messaging." + "reason": "Embedding dtype drift in evaluation and an error-message mismatch about pipeline support are unrelated." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf-error masking and missing import_utils availability helper are distinct API issues." + "reason": "Tokenizer error handling with missing protobuf and a missing import_utils helper are separate API issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs-example errors are unrelated to Beit fast processor label reduction." + "reason": "SigLIP2 docs errors and BeitImageProcessorFast label reduction are different topics." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both affect labels, but one is metric gathering and the other is image processor label reduction." + "reason": "Both touch label handling, but one is metric gathering on tuple labels and the other is Beit fast processor reduction; not the same bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "No concrete overlap beyond both being internal model helpers." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported bug: identical Qwen3.5 MoE `from_pretrained` failure title, with 45478 looking like a later duplicate report." + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` failure under transformers>=5.4.0." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation example errors are unrelated to key/position-id loading warnings." + "reason": "SigLIP2 documentation example issues and unexpected position-id key warnings are unrelated." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug and embedding reinitialization after resize are different issues." + "reason": "Tokenizer spacing after added token and post-init reinitialization of output embeddings are different bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading in BitNet and a GraniteSpeech stale-device CI test are unrelated." + "reason": "BitNet accelerate-loading unpacking bug and GraniteSpeech CI device override failure are unrelated." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different model/config bug versus CI test flakiness; not mergeable as one fix." + "reason": "SwitchTransformers sparse-layer config and a CI stale device override test do not share the same bug." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss omission are separate model bugs." + "reason": "SwitchTransformers config creation and D-FINE auxiliary-loss behavior are unrelated model-specific issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issues 45310/45478 is plausible from the identical titles and ordering, and the soft-edge rejections are generally conservative. However, the canonical_issue_reason overstates the packet evidence by claiming 45310 has the \"more informative title/body\"\u2014the packet only provides titles and body lengths, not the body content or relative informativeness. Please keep the justification limited to what is explicitly supported (identical title, later duplicate-like report, inbound reference on 45310)." + "accept": true, + "feedback": "The canonicalization is well grounded in the packet: 45310 and 45478 have the same title and appear to be duplicate Qwen3.5 MoE from_pretrained reports, with 45310 slightly earlier. The summary stays conservative about the rest of the cluster being heterogeneous, and the soft-edge verdicts generally reject only broad topical similarity rather than asserting duplicate identity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8333,8 +8315,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -8426,7 +8408,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -8659,8 +8641,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -8749,7 +8731,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -9047,12 +9029,12 @@ "issue:33357|issue:38175", "issue:44062|issue:45907" ], - "prepared_review_unit_hash": "d01e2f2fe6f73195c83f191b188be16c4931549874503038603d48aadd4a0573", + "prepared_review_unit_hash": "5333ce7461c1b4c300bab98dbbc8e4dfb096c96200dd817c37afd48ddcb11c9d", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -9069,174 +9051,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items do not form a single duplicate cluster; they span many unrelated bugs and regressions across loading, tokenization, vision, audio, attention, and training paths. All soft-edge matches look like topic-level similarity only, not the same underlying defect.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous, and the apparent matches are false positives rather than one underlying bug.", + "summary": "These items are mostly unrelated Transformers bug reports across different models, APIs, and regressions. None of the soft pairs looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical for this cluster; the set is heterogeneous and does not collapse to one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster anchor; at best, issue 43646 is the broadest/generalized regression report, but it still does not represent the rest of the items.", + "best_issue_reason": "No global best issue stands out because the items span unrelated failures across different components and models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both mention model internals, but one is about Smollm3 RoPE layer handling and the other is DeepSeekV3MoE implementation divergence; different code paths and fixes." + "reason": "Different model families and different bugs: RoPE-layer handling vs DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different bugs: BF16->FP32 embedding dtype shift in eval vs undefined video-token helper/merge_size in multimodal token counting." + "reason": "One is an embedding dtype regression during eval; the other is an undefined-variable bug in multimodal token counting." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Same Gemma 4 area, but one is a mistral_common import/dependency failure and the other is a missing _tokenizer attribute in serve; not the same defect." + "reason": "Both touch Gemma 4 loading, but one is a missing dependency import and the other is a processor attribute crash; not the same bug." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 long OCR index error; unrelated processor paths." + "reason": "Different processors and failures: BEiT label reduction vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated regression types." + "reason": "Unrelated issues: Flash Attention 2 test failures vs GenerationMixin import breakage." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading in v5 vs an MPS attention correctness issue; different subsystems and failure modes." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen3_MoeTextRotaryEmbedding CPU-offload incompatibility; not the same code path." + "reason": "Different models and subsystems: CLIPVision hidden-state regression vs Qwen rotary embedding CPU-offload incompatibility." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + "reason": "Different bugs in different models: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash vs Gemma 4 ReasoningEffort import breakage; unrelated." + "reason": "Auto-docstring annotation handling and Gemma 4 dependency import failure are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer/image-processing issues, but BEiT reduce_labels and LayoutLMv2 NER/padding crashes are different implementations." + "reason": "Both are tokenizer/processor bugs, but they affect different models and distinct failure modes." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP loading OOM and resume_from_checkpoint key mismatch are different training/runtime problems." + "reason": "OOM during tensor-parallel model load is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs category-count limit in another pipeline; no shared underlying bug." + "reason": "Flash-attention generation failure and category-count overflow are unrelated issues." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction and LwDetrImageLoss float16 CUDA crash are unrelated." + "reason": "Different components and bugs: BEiT processor label reduction vs LwDetrImageLoss AMP crash." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is tensor-parallel loading OOM and the other is increased reserved memory under int4 quantization; different root causes." + "reason": "Both mention memory pressure, but one is tp load OOM and the other is int4 reserved-memory growth; not the same defect." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning vs gradient checkpointing in eval mode; unrelated." + "reason": "Local-path import warnings and gradient-checkpointing eval-mode behavior do not share an underlying bug." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading error and Qwen3-MoE sliding_window behavior are different model/configuration bugs." + "reason": "Different Qwen variants and different errors: missing pad_token_id vs sliding_window behavior." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2_5_VL import failure vs a generic dependency issue; too broad to be the same concrete bug." + "reason": "An import error for a specific VL model is unrelated to a general dependency issue with transformers." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer load failure and BF16 dtype mismatch in inference are unrelated." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "General Transformers 5 initialization breakage and patchtsmixer optional post_init restriction are related only at a broad API level, not the same fixable defect." + "reason": "The first is a broad Transformers 5 initialization regression; the second is a specific patchtsmixer post_init policy issue." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/compatibility issues." + "reason": "Different models and failures: FineGrainedFP8Config support vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3_5 recurrent-state cache bug vs Whisper batch_decode skip_special_tokens handling; unrelated model families and code paths." + "reason": "Qwen recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated subsystems." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs LasrFeatureExtractor unsupported center arg; different processors and fixes." + "reason": "Both are audio-preprocessing related, but one is apply_chat_template sampling-rate defaulting and the other is an unsupported center-arg crash." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file loading breakage and flash_attention sink-less s_aux=None crash are unrelated." + "reason": "GGUF loading breakage for tokenizer/model APIs is unrelated to a flash-attention crash on sink-less models." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure vs Whisper empty-transcription/alignment failure; different models and root causes." + "reason": "Both are generation failures, but they involve different models and different code paths." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Both are model inference issues, but MacOS bus error on community CLIP and zero probabilities on siglip2-base are not the same underlying bug." + "reason": "Different CLIP/SigLIP models and distinct symptoms: MacOS bus error vs zero probabilities." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated utility/API bugs." + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated bugs." } ] }, @@ -9255,8 +9237,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -9344,7 +9326,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -9643,12 +9625,12 @@ "issue:43504|issue:45698", "issue:43572|issue:46178" ], - "prepared_review_unit_hash": "5920f4656bb8c5b20e6462e925a8c543f3fa35ff8bbd324fd5d59451a2456851", + "prepared_review_unit_hash": "5d794f083919246a7b75a049651a1ea19c157032cb0e5b0acd97c52bcd2cb97f", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -9665,180 +9647,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster emerges here: the soft edges span unrelated bugs across loading, pipelines, configs, multimodal processors, and training/runtime issues. I would anchor the cluster on the broad from_pretrained/save_pretrained regression, but I accept no soft merges.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45698 is the broadest, most representative user-facing loading/serialization regression in the set, with the most discussion and inbound references.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated pipeline, model-loading, config, OOM, and runtime errors. None of the soft edges look like true duplicates or the same fix path, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue captures the cluster; the items span unrelated regressions, configuration mismatches, loading failures, and memory/runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 best represents the cluster because it is a general from_pretrained/save_pretrained correctness bug with wide practical impact.", + "best_issue_reason": "No issue is a strong global representative because this is not a coherent duplicate set and the reports do not share one underlying code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Different bugs: LayoutLMv3 error clarity vs CLIP bus error on macOS." + "reason": "Different bugs: LayoutLMv3 box-content validation/error clarity vs a MacOS CLIP bus error." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different failure modes: model loading regression vs unsupported backend mapping for tensorflow_text." + "reason": "Both involve loading/backend problems, but one is a model load regression in transformers>=5.1 while the other is a missing BACKENDS_MAPPING entry for tensorflow_text." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different code paths: processor/tokenizer regression vs pipeline translation-task messaging." + "reason": "Both are regressions around processors/pipelines, but one is custom code accessing processor.tokenizer with images and the other is an incorrect translation-task error message." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Unrelated: pipeline top_k nesting bug vs missing PyTorch ImportError." + "reason": "Unrelated: pipeline top_k output nesting vs AutoModel ImportError because PyTorch is missing." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different problems: torch.compile/SDPA failure vs checkpoint key mismatch." + "reason": "Different failure modes: torch.compile/SDPA on Bamba vs resume_from_checkpoint key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different load/runtime issues: 3d_parallel.py failure vs tensor-parallel OOM." + "reason": "Both mention OOM-ish symptoms, but one is running 3d_parallel.py and the other is tensor-parallel loading of a large Qwen model; not the same underlying bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different bugs: CPU offload device mismatch vs resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch vs checkpoint key mismatch are separate code paths and failures." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both multimodal, but different paths: Qwen3OmniMoe video input processing vs batched chat template padding crash." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template crash are different APIs and bugs." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Different areas: DeepSpeed/Adafactor OOM vs embedding reinitialization after resize." + "reason": "Deepspeed/Adafactor OOM is unrelated to embedding reinitialization after resizing token embeddings." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different load failures: huge-model OOM vs missing key for MobileLLM." + "reason": "Large-model tensor-parallel OOM vs MobileLLM loading KeyError; different root causes." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed, but one is OOM while the other is duplicate optimizer stepping." + "reason": "OOM with Adafactor/DeepSpeed is not the same as optimizer.step being called twice under DeepSpeed." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different issues: config API discrepancy vs image preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are distinct issues." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Different model bugs: lm_head tying vs FlashAttention failure." + "reason": "lm_head weight tying bug in Mistral3ForConditionalGeneration is unrelated to a FlashAttention failure in Ministral-3." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Unrelated models and symptoms: ESM2 breakage vs janus image-generation test failure." + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same code path." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different token/generation bugs: Gemma eos_token config mismatch vs Whisper empty transcription regression." + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different bugs." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Different config issues: Gemma3TextConfig API mismatch vs granite_speech strict config load." + "reason": "Config API discrepancy for Gemma3TextConfig is not the same as strict config loading failing for granite_speech." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Different regressions: custom processor/tokenizer handling vs Gemma eos_token_id inconsistency." + "reason": "Custom processor/tokenizer regression is unrelated to Gemma-3 eos_token_id mismatch." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Different concerns: swallowed exceptions in Fuyu tensor conversion vs Windows ROCm torch.distributed dependency." + "reason": "Bare except swallowing exceptions in Fuyu conversion is unrelated to the Windows ROCm torch.distributed import problem." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different Sam3 issues: dummy Conv2d placeholder vs CUDA OOM." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different multimodal bugs: pipeline processor selection vs missing fpn_position_embeddings attribute." + "reason": "Video-classification pipeline processor selection bug and missing fpn_position_embeddings on Sam3VisionEncoderOutput are not the same defect." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Both are init/config-related, but the model-init breakage and rotary_pct reload bug are distinct." + "reason": "Custom model initialization breakage in Transformers 5.0 is separate from GPTNeoXConfig rotary_pct reload behavior." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Different serialization bugs: eos_token config mismatch vs quantized model save/load breakage." + "reason": "Gemma-3 eos_token_id mismatch is unrelated to quantized-model save/load corruption." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different training/model-behavior issues: LoRA merge collapse vs missing mm_token_type_ids default." + "reason": "LoRA merge collapse with tied embeddings and missing mm_token_type_ids default are different model-behavior bugs." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loading failures: gguf handling vs missing model_type in config.json." + "reason": "gguf_file handling for tokenizer/model loading and an unrecognized model_type error are separate from-pretrained/config issues." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different regressions in different models: CLIPVision hidden_states vs Qwen VL video input handling." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different utilities and symptoms: generation kwargs update vs metrics gathering dropping labels." + "reason": "Generation kwargs update after sync_gpus and gather_for_metrics dropping tuple labels are unrelated training/eval issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but legacy preset-field handling and wrong custom-module loading are different root causes." + "reason": "Legacy field preventing Beit semantic-segmentation load is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: missing StableLm pad_token_idx vs unsupported tensorflow_text backend mapping." + "reason": "Missing pad_token_idx in StableLmConfig and tensorflow_text backend mapping are entirely different failures." } ] }, @@ -9944,12 +9926,12 @@ "issue:44112|issue:45600", "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "7b8e91d8e58f17f7729042704219caa70bb7ca6bf5bbd6f295048922775f2c2d", + "prepared_review_unit_hash": "8d6ecdda8c4c7205dee5268cfeca29e4f07d389538a56efe6ffb0681650afeff", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -9966,162 +9948,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are not a duplicate cluster; they span many unrelated bugs/regressions across different models, configs, and utilities. All soft-edge pairs are false positives on broad vocabulary overlap rather than the same underlying change or bug.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits this set because the issues are semantically unrelated; there is no clear duplicate-center artifact to anchor the cluster.", + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-style theme is the Transformers v5 non-persistent-buffer initialization regression, but none of the provided soft edges are exact enough to merge. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44534 is the cleanest umbrella for the one substantive bug theme in this set: v5 fills non-persistent buffers with junk. Its wording is broader and more representative than the narrower version-specific report.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is appropriate for a duplicate cluster here. If one had to be picked as a representative, it would be a self-contained regression like issue:44534, but it does not represent the rest of the set.", + "best_issue_reason": "Issue 44534 is the best representative issue overall because it most clearly captures the recurring buffer-initialization regression and is the most general title among the relevant items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both mention v5 behavior changes, but one is about optional post_init in patchtsmixer and the other about non-persistent buffers being junk; different code paths and failures." + "reason": "Different bugs: optional post_init enforcement in PatchTSTMixer vs non-persistent buffer initialization junk in v5." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Completely different areas: TensorBoard/TensorFlow backend installation vs a missing import utility for Falcon Mamba SSM." + "reason": "Unrelated: TensorBoard/TensorFlow backend detection vs a missing import_utils symbol." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state handling, but one is a GenerationMixin chunked-prefill cache bug and the other is Qwen3.5 recurrent state reset logic; not the same defect." + "reason": "Both involve cache/state behavior, but the concrete failures differ: missing generation cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Unrelated model forward regression in CLIPVisionModel vs MoE load-balancing loss omission." + "reason": "Different model paths and failures: CLIPVisionModel hidden_states handling vs missing load-balancing loss when router logits are disabled." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: a janus image-generation test failure vs Qwen3.5 flash-attention generation issues." + "reason": "Different symptoms and code paths: Janus image generation test failure vs Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is not the same as Whisper empty-transcription failure after align_special_tokens." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "One is a v5 non-persistent buffer initialization regression; the other is GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "The buffer-junk regression is unrelated to GPTNeoX rotary_pct resetting on reload." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Dataset loading in an example script is unrelated to loading a specific multimodal model." + "reason": "Local dataset loading in the example script is unrelated to loading a specific multimodal model checkpoint." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A failed janus generation test and stale auto_mappings references to removed configs are different problems." + "reason": "Different problems: a Janus generation test failure vs stale auto_mappings references to removed configs." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different subsystems: video-input regression for Qwen VL models vs serve/KV-cache tensor indexing." + "reason": "Both are Qwen-related regressions, but one is a video-input regression and the other is KV-cache continuation tensor indexing in serve." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as a broken pipeline inference result for SigLIP2." + "reason": "Docs still referencing removed pipeline() APIs is not the same as nonsensical AutoModel/pipeline outputs for siglip2." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing error in DebertaV2 is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a categories-limit runtime error are unrelated." + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to the categories upper-bound error." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch while loading Qwen3-VL is unrelated to an incorrect tied-weights warning in Qwen3-Next." + "reason": "Weight-shape mismatch while loading Qwen3-VL is a different failure from an incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "A broad exception swallowing KeyboardInterrupt in FuyuBatchFeature is unrelated to StaticCache.get_seq_length type mismatch." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length returning the wrong type." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token embedding resizing/post_init reinit bug has nothing to do with local model path trailing-slash import warnings." + "reason": "Token-embedding resize reinit in post_init and local-path trailing-slash import warnings are unrelated issues." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload persistence are different regressions." + "reason": "Both mention model/config state, but one is the v5 buffer-junk regression and the other is rotary_pct not persisting on reload." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python-version support breakage is not the same as an IndentationError from a TorchScript-decorated function comment." + "reason": "A version support mismatch for Python 3.9+ vs 3.10+ is not the same as a specific IndentationError on Python 3.13." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing on Python 3.13." + "reason": "Sparse-layer construction in SwitchTransformersConfig and a DebertaV2 import parsing error are unrelated." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and local dataset loading are entirely different code paths." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A trust_remote_code cache-path collision is not the same as a missing import_utils symbol." + "reason": "Cache-path collisions for trust_remote_code local models are unrelated to the missing import_utils export." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and strict config rejection of granite_speech are unrelated." + "reason": "PatchTSTMixer post_init allowance and granite_speech strict-config loading are different configuration issues." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video input validation in Qwen3OmniMoe does not match a KV-cache continuation tensor-indexing crash in serve." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to serve-side KV-cache continuation indexing." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocabulary and incorrect visual-encoder save_pretrained keys are different model-state bugs." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different bugs." }, { "left": "issue:44462", @@ -10133,31 +10115,31 @@ "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant_masks for multimodal inputs and wrong vision_position_ids for qwen2.5-vl video inputs are not the same bug." + "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are related only at a very broad level, not the same bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "A SwitchTransformers config edge case is unrelated to a local dataset loading failure in an example script." + "reason": "SwitchTransformers sparse-layer config and local dataset loading in an example script are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device placement bug in XLNet positional encoding is unrelated to a bare-except error swallowing KeyboardInterrupt." + "reason": "CPU-side relative positional encoding and a bare except in FuyuBatchFeature are unrelated code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI stale test failure and auto_mappings referencing removed configs are different maintenance issues." + "reason": "A stale GraniteSpeech device-override test and removed Sam3LiteText auto_mappings references are different CI issues." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Empty multi-label results in an image-classification example are not the same as local dataset loading problems." + "reason": "Multi-label classification returning empty results and local dataset loading failure are unrelated example-script bugs." } ] }, @@ -10261,12 +10243,12 @@ "issue:44496|issue:45042", "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "d4c0fba6fb770d0493b52b9fb911d491930ebd85db585f23a365c6e8d1087afc", + "prepared_review_unit_hash": "335dd5967cd6e7cfcf2f5dbbad405dfb430a249719b285e68098d093cab9c79a", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -10283,192 +10265,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the pairs share only broad lexical similarity (imports, loading, config, generation, embeddings, CI) but not the same concrete bug. No soft-edge pair is safe to merge as a duplicate or same PR/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is a good fit; the items span many unrelated regressions across different subsystems, so choosing one as the representative would be misleading.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a strong global representative for duplicate triage. If forced to pick a nearby theme, issue 44964 is the most user-facing model-loading regression, but it still does not unify the rest of the cluster.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is a loose topical grouping of mostly unrelated Transformers issues. The soft pairs share broad themes like imports, multimodal configs, or generation, but none look like the same underlying bug/change closely enough to dedupe.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span distinct models, subsystems, and failure modes rather than one shared defect.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue stands out because the soft matches are mostly thematic rather than true duplicates; any one issue would misrepresent the rest.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different bugs: one is LlamaConfig validation around explicit head_dim, the other is rope-validation handling of a JSON-loaded list." + "reason": "Both concern config validation, but one is about Llama head_dim checks and the other about JSON-loaded rope ignore_keys type handling; different code paths and bugs." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they affect different config classes and failure modes; not the same underlying bug." + "reason": "Both are multimodal config issues, but they affect different configs and different missing-field behavior; not the same defect." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Both mention backend/loading failures, but one is a Python 3.14 import/load issue and the other is a TensorBoard-without-TF backend error." + "reason": "A Python 3.14 import/load failure is unrelated to a tensorboard-without-TF backend error." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Completely different code paths: Gemma resize_token_embeddings vs Whisper empty-transcription generation." + "reason": "Gemma token embedding resizing and Whisper empty-transcription generation are different model behaviors and failure modes." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both involve embedding/tokenizer behavior, but one is a regression in processor/tokenizer access and the other is model embedding resizing; not the same bug." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings not updating tied embeddings." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Unrelated issues: category-count limits versus Whisper generation on empty transcription." + "reason": "Category-count limits and Whisper empty transcription are unrelated bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Both are generation-related, but one is inconsistent compiled forward outputs and the other is a stale warning in paged generate; different defects." + "reason": "Chunked generation with compiled forward is a different path from a stale warning in paged generate()." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The titles do not describe the same problem; one is a vague data request, the other is an fbank feature extraction bug." + "reason": "A vague request issue and an audio feature extraction bug are not the same underlying problem." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different failures in different paths: LayoutLMv2 tokenizer padding/truncation vs transformers serve KV-cache continuation indexing." + "reason": "LayoutLMv2 tokenizer crashes and server KV-cache continuation indexing failures are separate code paths." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying breakage." + "reason": "Both are import errors, but they involve different missing symbols and likely different export surfaces." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different bugs: lm_head weight tying in Mistral3 vs Qwen3.5 save_pretrained checkpoint correctness." + "reason": "A tied-weight bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Both touch import/runtime behavior, but one is slow import performance and the other is unsafe sys.modules access." + "reason": "Import-time slowness and unsafe sys.modules access are related at a broad level, but not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is compiled flex_attention on newer torch and the other is a version-check bug for AuxRequest import; not the same fix." + "reason": "Both touch flex_attention versioning, but one is a compiled runtime failure and the other is a bad version check for an import." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Completely different model behaviors: zero probabilities in SigLIP2 vs dummy Conv2d in Sam3PixelDecoder." + "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "One is an image_utils import reference issue, the other is a Qwen3.5-35B chat crash; no shared concrete code-path bug." + "reason": "A missing image_utils import and a Qwen3.5-35B chat crash do not share the same failure mode." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading related, but one is trust_remote_code field loss and the other is an unrecognized model/config.json model_type error." + "reason": "trust_remote_code returning missing fields is not the same as config parsing failing for an unrecognized model." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model loading failures, but they concern different models and different causes; not mergeable as one bug." + "reason": "Both are model loading issues, but they affect different models with different symptoms and likely different fixes." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failure modes: Phi-4 multimodal loading versus stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Phi-4 multimodal loading and stale auto_mappings entries for removed configs are different problems." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech is unrelated to loading Phi-4 multimodal with latest transformers." + "reason": "A GraniteSpeech CI device-override test failure is unrelated to Phi-4 multimodal loading." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning in paged generate is not the same as Whisper failing on empty transcription after align_special_tokens." + "reason": "A stale warning in paged generate() is not the same as Whisper generation failing on empty transcription." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportError reports, but they reference different symbols and modules; not the same missing export." + "reason": "Both are import errors, but they point to different missing names in different modules." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Different issues: server KV-cache tensor indexing versus trust_remote_code cache-path collisions." + "reason": "Server KV-cache tensor indexing and trust_remote_code cache-path collisions are unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code, but one is a removed utility breaking remote-code models and the other is a local cache-path collision; distinct bugs." + "reason": "A removed helper breaking trust_remote_code models is a different issue from local cache path collisions." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Ministral/Devstral save-dequantization and FlashAttention failures are unrelated." + "reason": "Ministral save/dequantization failure and Ministral-3 FlashAttention runtime failure are different bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to Sam3LiteText config references in auto_mappings." + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." + "reason": "BeitImageProcessorFast label reduction and outdated docs for return_all_scores are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both mention embedding/tokenizer effects, but they target different models and different embedding tensors." + "reason": "These are different embedding-resize regressions in different models and components." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention-related problems in different models/code paths; not the same underlying bug." + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an AttributeError when s_aux is None." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrelated model/config loading error versus image processor torchvision dependency regression." + "reason": "Unrecognized model loading and PIL image processors requiring torchvision are distinct issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training/evaluation bugs: gather_for_metrics label truncation vs auxiliary-loss normalization." + "reason": "A metric gathering edge case and an auxiliary-loss normalization bug are different training/evaluation problems." } ] }, @@ -10573,12 +10555,12 @@ "issue:43976|issue:45405", "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "ace6640e99a7322675b5eae934b072f5f5a0bccb48e55653fe42712d156ad88d", + "prepared_review_unit_hash": "0f8e4b15bdbc06f7e53724bbc9c89c9c75d4afa410c4b031343a65bedf2e7c9d", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -10595,192 +10577,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of recent Transformers regressions, import/load failures, and unrelated model/docs bugs. The soft pairs do not look like true duplicates of the same concrete code-path issue, so none should be merged.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45278 is the broadest and most representative user-facing regression in the set: an upgrade-triggered import breakage affecting many symbols. It fits the dominant recent-version breakage theme better than the narrower model-specific reports.", + "summary": "This cluster is not a true duplicate set: the items cover many unrelated bugs, regressions, import errors, and docs issues. The soft pairings mostly reflect broad topical similarity (tokenizers, configs, imports, multimodal models) rather than the same underlying fix, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; these items span distinct bugs/regressions/docs/import failures, so collapsing them would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best triage anchor because it states a concrete, version-scoped failure mode and has the clearest broad scope among the issues listed.", + "best_issue_reason": "No issue in this set is a good global canonical because the group is heterogeneous and the apparent links are mostly superficial.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "One is a GenerationMixin cache regression; the other is ANSI formatting in loading_report. Different subsystems and failure modes." + "reason": "Chunked-prefill cache behavior and ANSI terminal coloring are unrelated subsystems." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline processor-selection bug is unrelated to a notebook syntax error." + "reason": "Video-classification processor lookup and a notebook syntax error are not the same bug." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer arguments being ignored is unrelated to a tie_word_embeddings warning." + "reason": "SGD argument handling and a tie_word_embeddings warning in Qwen fine-tuning are different problems." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model-loading regression and Qwen3.5 save_pretrained checkpoint corruption are different concrete bugs." + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different code paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A missing TensorFlow backend install and a generic dependency issue are not the same underlying problem." + "reason": "Missing TensorFlow in a torch extra and a generic dependency issue are too broad and not the same fix." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A documentation mismatch in TextClassificationPipeline is unrelated to an unrecognized model/config loading error." + "reason": "TextClassificationPipeline docs and an unrecognized model/config loading error are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features() failure do not share the same bug." + "reason": "Notebook syntax and _torch_extract_fbank_features() behavior are different issues." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading and composite multimodal config unwrapping are different code paths." + "reason": "Unrecognized model loading and composite Qwen config unwrapping are separate model/config bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "A placeholder request is unrelated to an FP8 inference failure on B200." + "reason": "A generic placeholder issue and FP8 inference on B200 have no shared underlying change." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Gemma processor loading import failure and a missing falcon_mamba utility export are separate import bugs." + "reason": "Different missing imports in different modules; same broad theme, but not the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Tokenizer/embedding resize behavior is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "T5Gemma embedding resize and Whisper empty transcription handling are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error and embedding reinitialization after resize are different failures." + "reason": "Trainer GPU broadcast NoneType error and embedding reinit after resize/tie_word_embedding=False do not describe the same failure." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Default multimodal config initialization and missing pad_token_id are unrelated config issues." + "reason": "Different config classes with different missing/default fields; not one defect." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and mm_token_type_ids defaulting are different modeling/training bugs." + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are distinct behaviors." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Dtype loading for Blip2 and incorrect Qwen3.5 save_pretrained output are unrelated regressions." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained key serialization are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5/Qwen3VL-related, but one is loading failure and the other is save_pretrained key serialization; not the same bug." + "reason": "Qwen3VL loading and Qwen3.5 visual-encoder save_pretrained bugs are different regressions." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are completely different issues." + "reason": "SigLIP2 zero-probability outputs and Sam3Video OOM are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Missing exported model class vs nonexistent image_utils import are different import failures." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different code paths." + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are model-specific and not the same patch." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A dependency installation problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "Generic dependency trouble and an unreleased PEFT minimum version are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Separate documentation problems in different sections with different concrete defects." + "reason": "Broken SigLIP2 docs example and stale TextClassificationPipeline docs are separate documentation issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache export may be related to broader import breakage, but the evidence is too weak to treat it as the same concrete bug as the multi-import regression." + "reason": "A specific HybridCache import miss and a broad import-regression report are too unspecific to merge." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "A video-classification processor lookup bug is not the same as a broad remote_code compatibility regression." + "reason": "Video pipeline processor lookup and remote_code model breakage are different failure modes." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression and Deepseek tokenization errors are different model-specific bugs." + "reason": "Processor.tokenizer/images regression and Deepseek tokenization errors are distinct tokenizer bugs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor argument conflict are unrelated." + "reason": "Notebook syntax error and AddedToken special-argument conflict are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are unrelated." + "reason": "Image-processor lookup in video classification and Gemma4 device placement are different bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL MoE loading and GLM-4.7-Flash unit-test loading are different model-specific failures." + "reason": "Qwen3VL loading breakage and GLM-4.7-Flash unit-test loading failure are unrelated model issues." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and an unreleased PEFT version requirement are unrelated." + "reason": "Python-version support and PEFT minimum-version pinning are unrelated dependency problems." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and TensorBoard-without-TF backend errors have no shared underlying bug." + "reason": "Torch flex_attention compilation and TensorFlow/tensorboard backend detection are unrelated." } ] }, @@ -10799,8 +10781,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -10889,7 +10871,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -11110,8 +11092,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -11200,7 +11182,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -11507,12 +11489,12 @@ "issue:43673|issue:44734", "issue:45584|issue:46170" ], - "prepared_review_unit_hash": "209e1ead19b24158784ac127703d21448be6f15e07acee5410ccbd7c92df327e", + "prepared_review_unit_hash": "f430359dbdc9297e182268b3f051454994a77a0724ab4ff504954da9be15e7bf", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -11529,192 +11511,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated issue reports spanning multimodal loading, generation, tokenization, deepspeed, config validation, and CI/test utilities. The soft pairs are mostly superficial topical overlaps rather than the same underlying bug.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous: it spans unrelated bugs in configs, generation, tokenizers, DeepSpeed, and testing infrastructure. None of the soft pairs look like the same underlying bug/change, so I reject all of them.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45701 is the broadest open, user-facing regression in the set and is the most plausible umbrella tracker; the rest are narrower environment/model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue here because it is open, has multiple inbound references, and is less model-specific than the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Different bugs in composite Qwen multimodal config handling: one drops a config field, the other fails to unwrap text_config in from_config." + "reason": "Both touch Qwen multimodal config handling, but one is a missing config field and the other is a from_config text_config unwrap bug; different failure points." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Unrelated failures: Qwen3 MoE loading under accelerate+deepspeed vs DeepSpeed ZeRO3 deque underflow with BertModel." + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion under accelerate+deepspeed and the other is a ZeRO3 empty-deque IndexError in BertModel init." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs slow transformers import; no shared code path." + "reason": "Audio processor sampling-rate defaults and slow import behavior are unrelated bugs in different code paths." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings/output-embeddings bug is unrelated to Whisper empty transcription after align_special_tokens." + "reason": "resize_token_embeddings/output_embeddings mismatch and Whisper empty transcription after align_special_tokens are distinct bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5 VL import error and a ZeRO3 BertModel index error are different subsystems and failure modes." + "reason": "A missing Qwen2.5 VL image processor import and a DeepSpeed/BertModel IndexError are unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding-resize synchronization bug vs version-dependent tokenization behavior; not the same issue." + "reason": "Embedding resize behavior and version-dependent tokenization changes are separate issues, not the same concrete bug." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but one is strict granite_speech loading and the other is a missing Qwen vision config field." + "reason": "Strict granite_speech config loading and a Qwen3.5 multimodal config field omission are different model/config problems." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race in testing utils vs a stale generation warning; unrelated." + "reason": "A pytest-xdist race on captured_info.txt and a stale num_return_sequences warning in paged generate are unrelated testing/generation issues." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes emitted by loading_report." + "reason": "Generation kwargs updating after sync_gpus and ANSI codes emitted by loading_report are unrelated subsystems." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model on transformers>=5.1.0 and tokenizer error masking from protobuf exception handling are distinct bugs." + "reason": "Model loading failure for physical-intelligence/fast and tokenizer errors hidden by protobuf import handling are different bugs." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both mention SAM 3, but one is a dummy Conv2d implementation issue and the other is a model-type warning for tracker/video configs." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a wrong sam3_video vs sam3_tracker config warning." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache seq-length return type contract and LlamaConfig head_dim validation are unrelated." + "reason": "StaticCache.get_seq_length returning a tensor and LlamaConfig head_dim validation are different API/validation issues." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "A stale indexer cache on second forward and Gemma4 mm_token_type_ids defaults are unrelated model bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Qwen video-input regression vs Windows ROCm torch.distributed import dependency issue; different areas entirely." + "reason": "A v5.3 video regression in Qwen VL models and a Windows/ROCm torch.distributed import failure are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 video encoder attribute error and Qwen3OmniMoe video-processing ValueError are separate model bugs." + "reason": "One is a SAM 3 video encoder attribute error; the other is a Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency is not the same as t5gemma resize_token_embeddings failing to update decoder.embed_tokens." + "reason": "Both concern embedding/weight updates, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained failure and double optimizer.step under deepspeed are unrelated training/runtime bugs." + "reason": "Both involve DeepSpeed, but one is gemma-4 zero3 from_pretrained and the other is optimizer.step being called twice." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma tokenization roundtrip failure on the underscore marker." + "reason": "A /v1/chat/completions request rejection and a Gemma pipeline roundtrip issue on \u2581 are different surfaces and failures." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs a broad ESM2 regression; no concrete shared bug." + "reason": "A BigBirdTokenizer special-token registration bug and a broken ESM2 model are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 empty deque crash and removed Sam3LiteText references in auto_mappings are different issues." + "reason": "A ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie-word-embeddings warning during fine-tuning is not the same as Qwen3.5 flash-attention generation failure." + "reason": "A tie_word_embeddings warning during LoRA fine-tuning and a flash-attention generation failure are not the same bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa cache corruption and flash_attention s_aux=None crash are unrelated code paths." + "reason": "A stale indexer cache on second forward and an AttributeError on s_aux=None in flash_attention are different code paths." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A model config warning and a stale num_return_sequences warning are not the same underlying bug." + "reason": "Both are warnings, but one is about tied weights and the other is a stale generate warning for num_return_sequences." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a Windows ROCm import/dependency failure." + "reason": "Strict config loading for granite_speech and a Windows/ROCm import dependency issue are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and Qwen3.5 tie_word_embeddings warning are different model-loading problems." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tied-weights warning are different model/version issues." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma 4 multi-GPU OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Qwen3-Next tied-weights warning bug and patchtsmixer post_init allowance are separate config/validation issues." + "reason": "A Qwen3-Next tied-weights warning and a patchtsmixer post_init policy issue are different config/validation bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the xdist captured_info.txt race." + "reason": "Unsafe sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache, but one is missing GenerationMixin cache in chunked prefill and the other is wrong tensor indexing in serve /v1/responses." + "reason": "Both involve generation/cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty transcription after align_special_tokens has nothing to do with the Windows ROCm torch.distributed import problem." + "reason": "Whisper empty transcription after align_special_tokens and a Windows/ROCm import failure are unrelated." } ] }, @@ -11821,12 +11803,12 @@ "issue:42994|issue:43824", "issue:44038|issue:45310" ], - "prepared_review_unit_hash": "dcbb1239ee0eb245a16de6f93ab2187306ce086c1e75f5982070dda919ef9a7c", + "prepared_review_unit_hash": "e4e21da679a6e02570e425400a4817216e8b0fc3423f82012f73c01d4147fabd", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -11843,210 +11825,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but the Qwen3.5 MoE loading reports form one clear duplicate set: the generic `from_pretrained` failure and the missing `deepstack_visual_indexes` config-field report appear to be the same regression. The rest of the pairs are different bugs or different code paths.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45375 is the best canonical issue for the Qwen3.5 MoE loading regression because it names the likely root cause (`deepstack_visual_indexes` being dropped), while 45310/45478 are symptom-level load errors.", + "summary": "This set is mostly a mix of unrelated Transformers regression reports. The only clear duplicate pairs are the two identical Qwen3ForCausalLM VRAM-leak reports and the two identical Qwen3.5-MoE from_pretrained error reports; the rest are similar only at a broad subsystem/version level and should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue candidate because it is a concrete, well-described bug report with an exact duplicate follow-up (issue:43704) and enough context to anchor that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45375 is the strongest representative overall among the accepted duplicates: it is specific, root-cause oriented, and explains the broader `from_pretrained` failures on Qwen3.5 MoE.", + "best_issue_reason": "issue:42673 is the best issue to keep as the representative duplicate anchor: it has a precise title, a specific code-path symptom, and a later exact duplicate with the same title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained issues, but one is tokenizer-class metadata and the other is missing processor files; different failures." + "reason": "Tokenizer save metadata mismatch vs missing files on processor save; different failure modes and likely different code paths." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both concern tokenizer/codec behavior, but they target different models and distinct decode/regression paths." + "reason": "Whisper word timestamp decode crash vs Kimi-K2.5 tokenizer codec regression; unrelated model/tokenizer bugs." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "One is a tokenizer AttributeError, the other is a performance regression after upgrade; unrelated bugs." + "reason": "MLukeTokenizer task AttributeError and a broad upgrade slowdown report are not the same underlying defect." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom config instantiation vs ESM2 breakage are different code paths and different symptoms." + "reason": "Custom model init breakage under v5 vs ESM2 being broken; both are v5-era regressions but not the same bug." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and double optimizer stepping are unrelated training issues." + "reason": "Performance slowdown after upgrade vs optimizer stepping twice with deepspeed are different runtime issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to DeepSpeed optimizer stepping." + "reason": "Processor save_pretrained file omission and double optimizer step with deepspeed do not share a concrete code path." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Eos-token config inconsistency and AttentionInterface behavior changes are different problems." + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change are unrelated." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the data filtering slowdown report." + "reason": "resume_from_checkpoint key mismatch is not the same as a filtering slowdown regression." }, { "left": "issue:43673", "right": "issue:43827", "accept": false, - "reason": "Generation cache missing and docs still referencing removed pipeline APIs are not the same bug." + "reason": "Generation cache missing during chunked_prefill vs docs still referencing removed pipeline APIs; no shared bug." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma pipeline roundtrip failure." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip/tokenization issues." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Placeholder bug report vs gemma-4 zero3 loading issue; no concrete overlap." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; not enough evidence of the same issue." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model save failure and Qwen2.5-GGUF load failure are opposite directions and different code paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load problems." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 compatibility and processor save_pretrained missing files are not the same bug." + "reason": "Qwen3-VL-Moe v5 bug and missing processor save files are different model/component failures." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 video attribute error and qwen2.5-vl vision position ids mismatch are different model-specific bugs." + "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl video position-id regression are separate multimodal issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error and sentence-transformers loading hang are unrelated failure modes." + "reason": "PyTorch ImportError for AutoModel and Sentence Transformers loading hang are unrelated symptoms." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM 3 video attribute error is unrelated to trust_remote_code missing-fields behavior in AutoConfig." + "reason": "SAM 3 Video attribute error and AutoConfig trust_remote_code missing fields are different bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and InternVL2 v5 meta-init incompatibility are unrelated." + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one concerns sync_gpus update ordering and the other chunked_prefill cache absence." + "reason": "Generation kwargs update after sync_gpus and missing generation cache in chunked_prefill are different generation-path issues." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols and different modules." + "reason": "Cannot import AutoImageProcessor vs non-existent image_utils import; both are import errors but for different symbols." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE load regression: one report names the missing config field, the other reports the resulting from_pretrained failure." + "accept": false, + "reason": "Missing deepstack_visual_indexes being dropped and Qwen3.5-MoE from_pretrained error are related to the same model family but not the same concrete defect." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 video attribute error and tokenizer-mapping add-new-model-like failure are unrelated." + "reason": "SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and Llama4Config missing pad_token_id are different bugs." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different model/config regressions." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and mask-generation partial-batch handling are separate issues." + "reason": "Gemma4 attention-mask construction bug and MaskGenerationPipeline final-batch dropping bug are distinct pipeline/masking issues." }, { "left": "issue:45310", "right": "issue:45375", - "accept": true, - "reason": "The generic Qwen3.5 MoE from_pretrained error and the missing config-field report describe the same loading regression." + "accept": false, + "reason": "Qwen3.5-MoE from_pretrained error and missing deepstack_visual_indexes are both Qwen issues but not the same failure mode." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated." + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotation crash are unrelated AttributeErrors." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different bugs." + "reason": "Gemma4Processor missing _tokenizer in serve and Gemma pipeline roundtrip failure are different code paths." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "These have the same title, but there is no evidence they are the same underlying VRAM leak instance; only title similarity is too weak here." + "accept": true, + "reason": "Identical title and same reported symptom: Qwen3ForCausalLM leaking VRAM in multiple dataloader threads." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing-symbol regressions." + "reason": "Importing AutoImageProcessor and importing HybridCache are separate missing-symbol reports." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4-multimodal load failure and DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained loading error are different directions and different failures." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized save failure and Qwen2.5-VL import failure are unrelated." + "reason": "FP8 save_pretrained on moe models and Qwen3.5-MoE from_pretrained error are different operations and failures." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE and v5-era regressions, but they are different model families and different concrete failures." + "reason": "Qwen3-VL-Moe v5 bug and Qwen3.5-MoE from_pretrained error are model-family neighbors, not the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The accepted Qwen3.5 MoE pairs are plausibly the same loading regression, with 45375 acting as the root-cause report and 45310/45478 as symptom reports. The remaining pairs are reasonably rejected as different bugs or code paths, and none of the verdicts overstate the evidence." + "feedback": "The representative anchor choice is well grounded: issue:42673 has an exact duplicate in issue:43704 with the same title and symptom. The soft-edge decisions are appropriately conservative overall, and the summary stays within what the packet supports by separating the clearly duplicated reports from merely adjacent v5/model-family regressions." }, "evaluator_used": true, "retried": false, @@ -12147,12 +12123,12 @@ "issue:44295|issue:45656", "issue:42898|issue:44448" ], - "prepared_review_unit_hash": "fd78c5b67b259d24208e8f573353dd54210b02efd378a657034cd19b0047e815", + "prepared_review_unit_hash": "5aaef5330c8fb3b718b892773ab3997f21753c12ba441fb47a5a5fbb1b579dad", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -12169,186 +12145,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports across different subsystems (tokenizers, generation, training, multimodal, docs, deepspeed, import errors). None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of unrelated issues. There is a small tokenizer-v5 regression subtheme, but none of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 42898 is the best representative of the only visible subfamily here: a concrete Transformers v5 tokenizer regression with broad user impact. It is still not a duplicate of the others, but it is the most central anchor for the tokenizer-behavior cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 42898 is the broadest and most concrete regression report (tokenization behavior change in v5), but the set is too mixed to justify a true canonical duplicate.", + "best_issue_reason": "Issue 42898 is the strongest global representative because it is a specific, user-facing regression with a clear repro scope and it sits near several other tokenizer-v5 complaints. Even so, the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`GenerationMixin` vs `AutoImageProcessor`) and different API paths." + "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is about accuracy and the other about `save_pretrained` for MoE; different failures." + "reason": "FP8 is the only overlap; one is an accuracy regression and the other is a save_pretrained/MoE serialization issue." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "One is about TensorFlow missing from a torch-only install, the other about leftover dummy classes; unrelated problems." + "reason": "One is an extras/backend packaging complaint, the other is leftover dummy-class cleanup and repo-check leakage." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading is unrelated to the xdist race on `captured_info.txt`." + "reason": "Unrecognized-model config failure and pytest-xdist file-race are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different bugs: padding mask support in MIMI encoder vs missing load-balancing loss when router logits are off." + "reason": "Different bugs: batched-vs-single encoder output mismatch versus missing load-balancing loss when router logits are off." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "A test file race condition is unrelated to stale `auto_mappings.py` references breaking CI." + "reason": "A test-worker race on a captured file is not the same as stale auto_mappings references breaking CI." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different behaviors and model families (`clean_up_tokenization_spaces` vs BOS/EOS insertion)." + "reason": "Both are tokenizer v5 regressions, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "A doc mismatch for `TextClassificationPipeline` does not match a pytest-xdist file race." + "reason": "Docs mismatch for a pipeline option and a pytest-xdist race are unrelated." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation keyword update after `sync_gpus` is not the same as a failed janus image-generation test." + "reason": "Generation kwargs after sync_gpus and a janus image-generation test failure do not share the same failure mode." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hangs in sentence-transformers vs embedding reinitialization after resize are different symptoms and code paths." + "reason": "Loading gets stuck and output embeddings being reinitialized are different issues." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16\u2192FP32 eval dtype drift is unrelated to the DeepSpeed ZeRO3 deque underflow." + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose model files and missing `mm_token_type_ids` defaults are different multimodal issues." + "reason": "Different model families and different multimodal bugs; not the same change." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "A dummy `Conv2d` in Sam3PixelDecoder is unrelated to `MaskGenerationPipeline` dropping partial-batch results." + "reason": "Dummy placeholder layer cleanup and final-batch is_last handling in a pipeline are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files from `processor.save_pretrained` is not the same as Qwen3.5 MoE `from_pretrained` failure in newer transformers." + "reason": "Processor save_pretrained file emission and Qwen3.5 from_pretrained incompatibility are different concrete bugs." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and DeepSpeed OOM with Adafactor are separate training/runtime issues." + "reason": "MLflow reporting on failed training and a Deepspeed AdaFactor OOM are unrelated." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a wrong `position_ids` docstring." + "reason": "torch.compile attention branching and a docstring typo about position_ids are not the same issue." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs handling and attention-kernel branching are different code paths and bugs." + "reason": "Both mention generation/attention internals, but the concrete code-path problems are different." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenization regressions, but one is about cleanup-space behavior and the other about wrong token IDs for Granite; not the same bug." + "reason": "Both are tokenizer regressions, but one concerns clean_up_tokenization_spaces while the other is wrong token IDs for Granite models." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import failures, but they involve different missing names from different modules and different packages." + "reason": "Different import failures for different symbols and packages." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading issues and missing BOS/EOS on `add_special_tokens=True` are distinct regression reports." + "reason": "Tokenizer loading regression and add_special_tokens BOS/EOS regression are separate behaviors." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-patch helper in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "A missing image-patch helper and a remote-code meta-init incompatibility are different model-specific issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and different behavioral changes; too broad to be duplicates." + "reason": "Both are v5 tokenizer regressions, but the reported failures and affected code paths differ." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different model families; no evidence they stem from the same underlying change." + "reason": "Both involve tokenizers, but one is clean-up spacing while the other is Deepseek codec handling and tokenizer output correctness." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in `transformers serve` is unrelated to auto-docstring parsing with future annotations." + "reason": "Serving KV-cache indexing and auto_docstring future-annotations crashes are unrelated." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a docs parameter-name mismatch are unrelated documentation problems." + "reason": "Notebook syntax error and a docs parameter-name mismatch are not the same bug." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD optimizer args and a docs typo in `set_training()` are not the same issue." + "reason": "Optimizer args being ignored is unrelated to a documentation typo." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3 variants, but one is a tied-weights warning bug and the other is a missing tensor-parallel plan." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3-related problems." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Registering `position_ids` as a buffer causing errors is unrelated to DeepSpeed double optimizer-step behavior." + "reason": "Position_ids buffer access error and duplicate optimizer-step behavior with DeepSpeed are different code paths." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "A tokenizer cleanup regression is not the same as differing outputs from `google/pegasus-cnn_dailymail` across v4/v5." + "reason": "Both are v5 output regressions, but one is tokenizer clean-up behavior and the other is a Pegasus model output change." } ] }, @@ -12454,12 +12430,12 @@ "issue:44295|issue:44623", "issue:43479|issue:43644" ], - "prepared_review_unit_hash": "30636f536e68d464285c9913fb0f497a4efd42ec7023f5a9258dd31f849dbb1a", + "prepared_review_unit_hash": "8f9966680d80a4967b710fedc9da9d76504152b2b9ef99baecff34ec4285a7f9", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -12476,204 +12452,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports with superficial lexical overlap around serialization, imports, and version regressions. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 44297 is the clearest self-contained bug report among the candidates: it describes a specific save_pretrained serialization mismatch with a concrete failure mode. It is also the best representative of the small save/pretrained-adjacent subset in this cluster.", + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share broad vocabulary (imports, save_pretrained, config, generation) but not the same concrete bug or code path. I would not merge any of the candidate pairs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44297 is the clearest, most self-contained bug report in the set: it has a specific failing path (`tokenizer.save_pretrained`) and an actionable symptom (`tokenizer_class` mismatch). The rest of the cluster is too mixed to serve as a stronger canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44297 is the strongest standalone issue to keep as the representative bug: concrete, reproducible, and centered on a single code path rather than a broad regression description.", + "best_issue_reason": "issue:44297 is the best representative issue overall because it is concrete, reproducible, and narrowly scoped, even though it is not a duplicate of the neighboring save_pretrained-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Different problems: a missing released dependency version vs leftover dummy PT classes and repo-check leakage." + "reason": "Different problems: PEFT version pinning vs leftover dummy classes/import leakage." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "One is a model output regression for Pegasus; the other is a behavior change in AttentionInterface.register. Same subsystem, different bug." + "reason": "Different code paths: Pegasus output drift vs AttentionInterface registration behavior." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging/install issue versus a nonexistent import from image_utils; no shared code-path bug." + "reason": "Both mention imports/backends, but one is an installation/backend packaging issue and the other is a missing import from `image_utils`." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer_config metadata mismatch. Different failure modes and artifacts." + "reason": "Both touch `save_pretrained`, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both are import-related, but one is an invalid image_utils import and the other is dummy_pt_objects leakage. Not the same bug." + "reason": "Unrelated import failures: `image_utils` symbol missing vs dummy PT objects leaking into the package API." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version support regression versus a missing import symbol; unrelated." + "reason": "A Python version compatibility regression is not the same underlying bug as a missing import from `image_utils`." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config initialization bug versus ModelOutput key assignment bug; different objects and behaviors." + "reason": "Both involve object initialization/None handling, but in different classes and with different failure modes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata issue versus optimizer stepping twice under deepspeed; unrelated." + "reason": "Tokenizer config serialization and double optimizer stepping are unrelated." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is processor file emission; not the same code-path problem." + "reason": "Both mention `save_pretrained`, but one is FP8 MoE model saving and the other is processor file output completeness." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow job reporting on failure versus model loading breakage in a specific Transformers version." + "reason": "MLFlow reporting on failed training and model-loading breakage are unrelated bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue versus missing processor save files; different concerns." + "reason": "FP8 accuracy vs missing processor files are different issues." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit error versus attention registration behavior change; unrelated." + "reason": "Category-cardinality limits and attention registration semantics do not share the same bug." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading problem versus LlamaConfig validation semantics; not the same bug." + "reason": "Dataset loading in a training example and `LlamaConfig` validation are unrelated." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting failure versus Trainer compute_loss signature breakage; different training-path issues." + "reason": "Failed MLFlow reporting and a changed `compute_loss` signature are different trainer bugs." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaulting bug versus Whisper word timestamp decoding crash; unrelated." + "reason": "Config default initialization and Whisper timestamp decoding are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking regression versus config validation edge case; no shared underlying defect." + "reason": "Generic `PretrainedConfig` type-checking regression vs `LlamaConfig` head_dim validation are not the same issue." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch import availability issue versus MLFlow run-state reporting; unrelated." + "reason": "Importing `AutoModel` without PyTorch and MLFlow run-state reporting are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training job reporting versus token embedding resize initialization; different code paths." + "reason": "Training-job reporting and embedding reinitialization after resizing are different bugs." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 video encoder attribute error versus Moonshine streaming mask off-by-one; unrelated." + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are unrelated model bugs." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch versus Qwen3.5 MoE from_pretrained error; both involve loading/saving but not the same bug." + "reason": "Tokenizer config mismatch and Qwen3.5 MoE `from_pretrained` failure are different failures." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules; no common underlying fix." + "reason": "Two import errors, but from different packages and causes; not the same underlying bug." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor parameter regression versus auto_docstring annotations crash; unrelated." + "reason": "Feature extractor argument regression and auto-docstring annotation crash are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression versus flash-attention generation failure; different subsystems and symptoms." + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention positional/window concepts, but one is VL vision_position_ids and the other is streaming frame masking. Not the same defect." + "reason": "Both involve position-related logic, but one is vision token IDs and the other is a sliding-window mask off-by-one." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in one model component versus remote-code meta-init incompatibility in another; unrelated." + "reason": "A `torch.split` indexing bug and meta-initialization incompatibility are unrelated." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior versus incorrect LLM output under pipeline parallelism; same broad area, different bug." + "reason": "Quantization offloading and pipeline-parallel output corruption are different runtime issues." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions versus FP8 inference failure on B200; unrelated." + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update bug versus OCR long-input index error; no shared underlying code-path." + "reason": "Generation kwargs syncing and long-OCR index errors are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug versus a question about shard size defaults; different issue types and causes." + "reason": "Both are about `save_pretrained`, but one is FP8 MoE saving and the other is shard-size defaults." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids versus a RoPE implementation discussion; not a duplicate bug report." + "reason": "A docstring typo and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registered-buffer position_ids read error versus missing processor save files; different serialization problems." + "reason": "Position buffer access and missing processor save files are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization versus non-persistent buffer serialization junk; superficially initialization-related but not the same bug." + "reason": "Config defaulting and non-persistent buffer corruption are different initialization bugs." } ] }, @@ -12776,12 +12752,12 @@ "issue:43646|issue:46002", "issue:42371|issue:44263" ], - "prepared_review_unit_hash": "044dabe110ae4d3583be79fb8cf869850c47935d2693f323924eeb7e4dfcd5da", + "prepared_review_unit_hash": "91e1274808db7601c54fa7b397f371ce5f380cf9eb01a4cbb84b4a6fa445a2ba", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -12798,180 +12774,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; most pairs share only broad subsystem overlap (imports, tokenizers, configs, saving/loading) and not the same concrete bug. No soft edge should be merged.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, centered on widespread import regressions after a version upgrade, so it is the best single representative issue.", + "summary": "The cluster is a loose collection of unrelated Transformers regression/import/tokenizer issues. I did not find any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set: it captures multiple import failures after a Transformers upgrade, matching the overall import/regression theme better than the narrower single-class bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general and representative issue here; it can stand in for the import-regression side of the cluster better than the many narrow, model-specific reports.", + "best_issue_reason": "issue:45278 is the best anchor issue because it is clearly framed as a version-regression affecting imports in general, making it the most useful representative for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Different failures: chat-completions request handling versus a Gemma4Processor attribute/import crash." + "reason": "Different code paths: one is API request handling for chat completions, the other is a processor import/attribute failure in Gemma4." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Unrelated code paths: CLIP vision forward regression versus a LlamaConfig validation error." + "reason": "Unrelated bugs: CLIPVisionModel hidden_states regression versus LlamaConfig validation of head_dim." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both involve tokenizers, but one is a generic AutoTokenizer loading issue and the other is a Gemma eos_token_id config mismatch." + "reason": "Both involve model loading/config, but one is a tokenizer loading regression and the other is an eos_token_id inconsistency." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal model persistence, but one is meta-init incompatibility and the other is wrong visual encoder keys on save." + "reason": "Both mention Qwen3.5/vision, but one is meta initialization incompatibility and the other is incorrect save_pretrained visual encoder keys." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same subsystem name, but the bugs differ: torch.split handling versus a missing ReLU in the DSA indexer." + "reason": "Different model internals: a torch.split return-value issue versus a missing ReLU in the DSA indexer." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both concern quantized model save/load, but they appear to be different quantization paths and different failure modes." + "reason": "Both concern quantized model persistence, but they describe different quantization methods and different failure modes." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "No same root cause: a loading hang in Sentence Transformers versus zero probabilities in a specific SigLIP2 model." + "reason": "Different symptoms and models: loading hangs in Sentence Transformers versus zero probabilities in a SigLIP2 model." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different model families and bugs: MLA norm epsilon precision error versus remote-code checkpoint/meta-init incompatibility." + "reason": "Different underlying problems: an RMS norm epsilon precision issue versus an InternVL2 meta-init compatibility problem." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Processor batched chat-template crash and auto-docstring annotation handling are unrelated failures." + "reason": "Completely different layers: processor chat-template batching versus auto-docstring processing under future annotations." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different implementation areas and symptoms: non-persistent buffer corruption versus a streaming mask off-by-one." + "reason": "Both are runtime correctness bugs, but one is about non-persistent buffers and the other is a sliding-window mask off-by-one." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both affect training numerics, but one is flash-attention-3 specific and the other is NaNs after init/checkpointing." + "reason": "Both affect training stability, but the reported causes are different: flash_attention_3 degeneration versus checkout/init NaNs." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Both are config serialization/init issues, but they concern different config classes and different fields." + "reason": "Different config bugs in different classes: Phi4Multimodal default init versus GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different problems: FineGrainedFP8 accuracy drift versus a Qwen3.5 MoE from_pretrained error." + "reason": "Different issues: FineGrainedFP8 accuracy versus a Qwen3.5-Moe from_pretrained error." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import-related, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A DSA indexer runtime issue and a docstring bug are not the same underlying change." + "reason": "One is a runtime tensor-splitting bug; the other is just a docstring problem." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are missing import symbols, but they are different exported objects and likely separate packaging/export regressions." + "reason": "Both are missing-symbol import errors, but they concern different exported classes and no shared concrete failure mode is shown." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Too vague and model-specific to treat as the same bug; one is an accuracy issue, the other a Qwen3-VL-Moe bug report." + "reason": "Different regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug in v5." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs affecting different models and behaviors: offset mapping versus special token insertion." + "reason": "Both are tokenizer-related, but offset_mapping and special-token insertion are distinct behaviors." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model save failures are unrelated." + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A config warning about tied embeddings is unrelated to the MoonshineStreaming mask off-by-one." + "reason": "A config warning about tie_word_embeddings is unrelated to the Moonshine streaming mask off-by-one." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizers, but one is offline cache loading and the other is a decoder type mismatch." + "reason": "Both involve tokenizers, but one is offline cache loading and the other is decoder type selection in v5." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and image-triggered infinite looping are different runtime failures." + "reason": "Different application-level failures: pipeline parallelism output corruption versus an infinite loop on a specific image in Qwen3_5." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella, but this specific huggingface_hub import error is not clearly the same underlying bug." + "reason": "Both are import-related, but one is a specific huggingface_hub symbol missing and the other is a broad post-upgrade import breakage report." }, { "left": "issue:44464", "right": "issue:46082", "accept": false, - "reason": "Compiled-forward generation inconsistency and a LlamaConfig head_dim validation error are unrelated." + "reason": "Chunked generation with compiled forward is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both are from_pretrained internals, but one is a tokenizer mapping assumption and the other is kwargs propagation to cached_file." + "reason": "Different loader paths: tokenizer mapping returning None versus AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI command and an import-time NameError in sentence-transformers are different issues." + "reason": "Different breakages: a CLI/environment command regression versus an import-time NameError in sentence-transformers integration." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after init." + "reason": "One concerns non-persistent buffer initialization; the other concerns NaNs in classification heads at checkout/init." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a DSA indexer torch.split issue are unrelated." + "reason": "TF32 API settings and a DSA indexer ReLU bug are entirely unrelated." } ] }, @@ -12990,8 +12966,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -13083,7 +13059,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -13316,8 +13292,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -13404,7 +13380,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -13613,8 +13589,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -13701,7 +13677,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -13916,8 +13892,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -14011,7 +13987,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -14345,12 +14321,12 @@ "issue:44483|issue:44514", "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "6eb95c7b03f7ba1c3987155558fff7edb69417820347e94a9b840b90506edf9b", + "prepared_review_unit_hash": "075f77b9897e489523074f0f0cdffc3c8ad10d4d5020bcbea4171cef992bf546", "component_budget": { "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -14367,7 +14343,7 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem keywords (imports, loading, save_pretrained, testing, Qwen/processor paths) rather than the same concrete bug. I rejected all soft edges and found no clear canonical issue/PR within this set.", + "summary": "This cluster is highly heterogeneous. The soft edges are all superficial similarities (often same model family or same broad area) but the underlying bugs differ, so none should be merged as duplicates.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -14378,199 +14354,199 @@ "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3-family config/model issues, but they describe different missing fields/projection problems and likely different code paths." + "reason": "Different bugs: missing projections in qwen3next vs a config field dropped by strict validation in Qwen3.5 MoE." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "One is a seeding-related test flake; the other is a noisy logging message. Same testing area only at a very broad level." + "reason": "Unrelated: seed-related SAM HQ test instability vs a noisy logging message." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Model weight-shape mismatch for Qwen3-VL is not the same bug as missing attention projections in qwen3next." + "reason": "Different failure modes and model families: Qwen3-VL load mismatch vs qwen3next missing projections." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and qwen3next missing projections are distinct model-specific failures." + "reason": "Both mention Qwen3, but one is a v5/MoE compatibility issue and the other is missing layer projections; not the same bug." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only causing network requests is a loader/network bug; missing embed_tokens.weight is a model checkpoint loading mismatch." + "reason": "Different code paths: unwanted network access with local_files_only vs missing embed_tokens weight on UMT5 loading." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "A testing_utils bug and a Qwen3.5 rotary embedding CPU-offload bug are unrelated." + "reason": "Unrelated: testing utils bug vs Qwen3.5 MoE CPU-offload incompatibility." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are ImportErrors, but for different symbols and likely different release/compatibility regressions." + "reason": "Both are import errors, but for different symbols and likely different modules/releases." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed config flag documentation/behavior and quantization offloading issues are different problems." + "reason": "Different problems: a removed config API vs quantization/offloading behavior." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: MLA layernorm epsilon handling vs GLM-5 RoPE implementation." + "reason": "Distinct model bugs: MLA RMS norm epsilon handling vs GLM-5 RoPE implementation." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to a testing_utils bug." + "reason": "Completely unrelated: Phi-4 multimodal loading vs a testing_utils bug." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and an auto_docstring annotation crash are separate code paths." + "reason": "Different layers: AutoProcessor kwargs forwarding vs auto_docstring annotation crash." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision and TOKENIZER_MAPPING_NAMES returning None are different loader failures." + "reason": "Different surfaces: processor loading without torchvision vs tokenizer mapping returning None." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug do not describe the same underlying defect." + "reason": "Unrelated: 3d_parallel.py runtime issue vs testing_utils bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both affect processor loading, but one is a missing torchvision path and the other is a missing mistral_common symbol." + "reason": "Different import/dep issues affecting different processor paths and models." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is not clearly the same as an isolated reproduction of another issue." + "reason": "Tokenizer decoder mismatch in v5 is not the same as the isolated reproduction of another issue." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Processor loading without torchvision and apply_chat_template tool-call handling are distinct failures." + "reason": "Different chat/processor paths: missing torchvision dependency vs apply_chat_template tool-call crash." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A helper bug in testing_utils and an xdist race on captured_info.txt are not the same bug." + "reason": "Testing-utils bug vs xdist race in captured_info.txt are different issues." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utils vs flash_attention sinkless-model crash: different modules and failure modes." + "reason": "Different areas: testing utils vs flash_attention crash on s_aux=None." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and a Bamba SDPA torch.compile failure are unrelated model/runtime issues." + "reason": "Both are training/compile-related, but the concrete bugs are different: xLSTM training blockers vs Bamba SDPA torch.compile failure." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor/torchvision loading failure is unrelated to the testing_utils issue despite both being utility-level bugs." + "reason": "Processor/torchvision crash is unrelated to the testing_utils bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing checkpoint weights and a question about save_pretrained sharding size are not the same bug." + "reason": "Model weight loading mismatch vs save_pretrained shard-size question; different code paths." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 compile warning and a Bamba torch.compile SDPA failure are different PyTorch behaviors." + "reason": "Different symptoms: precision warning during bfloat16 compilation vs a model-specific torch.compile failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A misleading pipeline error message and inability to save Pipeline objects are separate pipeline issues." + "reason": "Pipeline chat/task messaging issue vs inability to save Pipeline objects; unrelated behavior." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "The bfloat16 precision warning is unrelated to a tie_word_embeddings warning from fine-tuning." + "reason": "Unrelated: a PyTorch warning on bfloat16 compile vs a tie_word_embeddings config warning." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes in dummy_pt_objects.py and a noisy logging message are not the same defect." + "reason": "Left is a concrete leftover dummy-class repo hygiene bug; right is an unspecified noisy logging message." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects both involve serialization, but they are different code paths and failures." + "reason": "Saving dequantized models is not the same as saving Pipeline objects." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save failure for dequantized Ministrals/Devstrals is unrelated to an infinite-loop inference bug." + "reason": "Different bugs: dequantized model save failure vs Qwen3_5 infinite-loop generation." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config behavior and noisy logging do not point to the same underlying issue." + "reason": "A removed API warning/behavior is unrelated to a generic noisy log message." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek-v4 dtype/transpose bug are unrelated model-specific regressions." + "reason": "Different model/runtime failures: ESM2 breakage vs DeepSeek-V4 dtype/transpose issue." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper-large-v2 runtime failure and MaskGenerationPipeline partial-batch loss are different pipeline/model bugs." + "reason": "Whisper cannot run vs partial-batch mask generation dropping results are unrelated." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and tensorflow_text backend mapping error are different environment/backend issues." + "reason": "Python 3.14 load failure is not the same as an unknown BACKENDS_MAPPING backend error." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat-completions request rejection and apply_chat_template batching crash are separate API-path bugs." + "reason": "Different request paths: chat-completions endpoint rejection vs Qwen2.5-VL chat template batching crash." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained for moe models and a Qwen3.5 MoE from_pretrained error are not the same concrete failure." + "reason": "Related domain but different operations: FP8 save_pretrained problem vs Qwen3.5 MoE from_pretrained error." } ] }, @@ -14589,8 +14565,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -14682,7 +14658,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -14909,8 +14885,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -15004,7 +14980,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -15255,8 +15231,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -15353,7 +15329,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -15634,8 +15610,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -15737,7 +15713,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -15997,8 +15973,8 @@ "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-441", "nodes": [ @@ -16101,7 +16077,7 @@ "node_count": 441, "item_count": 441, "soft_pair_count": 1620, - "serialized_chars": 840341, + "serialized_chars": 840343, "estimated_input_tokens": 210086, "estimated_eval_tokens": 420428 }, @@ -16424,8 +16400,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16502,8 +16478,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16573,8 +16549,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16636,8 +16612,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -16929,12 +16905,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "907f945b8a32ec29c695556c788f027f25f7cb421aae0585240a85f07e97c890", + "prepared_review_unit_hash": "367b5977816929a064581045ac4cd146d26f6ed4f931f163f5287b5854c9193e", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, + "serialized_chars": 21662, "estimated_input_tokens": 5416, "estimated_eval_tokens": 11088 }, @@ -16942,7 +16918,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21661, + "serialized_chars": 21662, "estimated_input_tokens": 5416, "estimated_eval_tokens": 11088 }, @@ -16951,228 +16927,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all distinct model-request issues that share a generic 'add model/support' pattern, but they target different models and code paths. No soft edge looks like a true duplicate or same underlying change.", + "summary": "This cluster is a broad semantic grouping of unrelated model-request issues (different models, modalities, and code paths), not a set of true duplicates. All soft edges should be rejected.", "confidence": 0.93, - "canonical_issue_reason": "issue:43671 is the most central and broadly representative request in this cluster, with the widest set of soft links and a generic model-support framing.", + "canonical_issue_reason": "No single true canonical issue: the items span many distinct model additions (BERT variants, vision detectors, audio/TTS/ASR, OCR, sparse transformers), so they do not share one underlying change or bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best umbrella representative for the cluster because it is broad, central, and least tied to a single narrow model variant.", + "best_issue_reason": "Issue 43671 is the closest thing to a representative anchor because it sits in the densest similarity neighborhood, but it is still only a loose exemplar and not a valid duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different requested models and architectures; only the 'add model' wording overlaps." + "reason": "Different model families and architectures; both are generic add-model requests, not the same underlying change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config vs Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert vs Qwen3-TTS are unrelated model requests with different modalities and code paths." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR target different model families and code paths." + "reason": "BERT config addition and RF-DETR support are unrelated models, so this is only superficial similarity." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models, not the same change." + "reason": "RF-DETR and DEIMv2 are distinct detector/model requests; not the same fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object detection support vs an audio model request are unrelated." + "reason": "Object detection vs audio model support; different implementations and purposes." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer support are different model changes." + "reason": "RF-DETR support and sparse-transformer support are different model integrations." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different tasks and model families." + "reason": "RF-DETR and Qwen3-ASR are unrelated requests across different modalities." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated requests beyond generic model support." + "reason": "RF-DETR and Qwen3-TTS are different models and not mergeable into one PR." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and capabilities." + "reason": "NeoBERT and Qwen3-ASR are different model additions with separate code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT addition is not the same as sparse-transformer support." + "reason": "A BERT-family model request and a sparse-transformer request are not the same underlying change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "A BERT-style text model and an audio model are unrelated." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model targets." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are distinct requests with no shared concrete bug/change." + "reason": "RF-DETR and NeoBERT are distinct models; similarity is only in the generic add-model phrasing." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model-specific requests, not a duplicate fix." + "reason": "NeoBERT and ModernVBERT are different model families and not a single duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and a weight-sparse transformer request do not describe the same change." + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model additions." + "reason": "MiniCPM3 and ModernVBERT are different model requests, not one concrete bug/change." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS target different model families and tasks." + "reason": "MiniCPM3 and Voxtral TTS target different model families and likely different implementation paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection support and Qwen3-TTS support are unrelated." + "reason": "DEIMv2 and Qwen3-TTS are distinct model additions, not duplicates." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different requests." + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model integrations." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both are BERT-themed, but one is a specific model request and the other is a general RoPE discussion; not a duplicate." + "reason": "A specific model addition and a broad RoPE feature request are not the same underlying change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A general BERT-like RoPE request and Voxtral TTS support are unrelated." + "reason": "General RoPE support for BERT-like models and Voxtral TTS support are different problems." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR are different capabilities; same family, but not the same concrete change." + "reason": "Qwen3-TTS and Qwen3-ASR are sister requests but different tasks/code paths; they would not be one PR." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different model families despite both being audio-related." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Audio TTS support and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support and OCR model support are unrelated changes." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and sparse-transformer support are different code paths and model families." + "reason": "Audio TTS support and sparse-transformer support are different concrete implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model requests." + "reason": "Qwen3-ASR and LFM2.5 Audio are different model additions, not the same bug." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE vision-language encoder support are unrelated." + "reason": "ASR support and EUPE vision-language encoder support are unrelated requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different model domains." - }, - { - "left": "issue:43671", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model integrations." + "reason": "Audio model support and SAM3-LiteText support are completely different modalities." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE are different model requests." + "reason": "Sparse transformer support and EUPE support are distinct model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are unrelated." + "reason": "ASR support and sparse-transformer support do not share one concrete code-path fix." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related, but ASR and TTS requests are distinct model changes." + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests, not duplicates." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR model support are different features." + "reason": "ASR support and DeepSeek-OCR2 support are different modalities and implementations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same change." + "reason": "EUPE and TIPSv2 are different research models with separate support work." } ] }, @@ -17191,8 +17167,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17254,8 +17230,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17317,8 +17293,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17380,8 +17356,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17483,8 +17459,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17605,8 +17581,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17725,8 +17701,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17788,8 +17764,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17851,8 +17827,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17914,8 +17890,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -17977,8 +17953,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18090,7 +18066,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18138,160 +18114,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "4f3877877ddca4d741ef42f29ca2e42b06a6962e958c70b022fd4daf238ebb5c", + "prepared_review_unit_hash": "f072cf42325b97c08ee5dc2c8e3e8e1bc44f41938aad5d757472575b7ef39108", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40304, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40304, - "estimated_input_tokens": 10076, - "estimated_eval_tokens": 20408 + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One clear duplicate cluster exists around `fixed_cross_entropy` kwargs forwarding (`43251` and `43254`). The rest are distinct model additions, tests, documentation, or unrelated infra changes and should remain separate.", + "summary": "This cluster is mostly a set of unrelated open PRs that happen to touch adjacent transformer subsystems. The only true duplicate-looking pair is the two `fixed_cross_entropy` fixes for the same loss helper; everything else is a broad-similarity false positive.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43251` is the cleaner, more complete fix for the loss kwargs bug: it explicitly forwards `weight` and `label_smoothing` to `nn.functional.cross_entropy` and is linked to the tracked issue.", + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR for the loss-helper fix: it targets the explicit issue `43240`, patches the same `fixed_cross_entropy` code path, and is the more directly framed implementation of the duplicate change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best representative of the cluster because it directly addresses the concrete cross-entropy kwargs omission and is the more polished implementation compared with `43254`.", + "best_pr_reason": "`pull_request:43251` is the best representative PR overall because it is the only clear same-bug duplicate candidate in the set and has the strongest issue linkage and clearest scope.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition and an executorch dynamic-shapes test are unrelated changes; same broad theme of testing/exportability is not enough." + "reason": "Different models and goals: VideoPrism addition vs. an Executorch dynamic-shape test. Shared export/test themes are too broad to indicate the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer method additions and a new MobileLLM model implementation are unrelated code paths." + "reason": "Tokenizer method additions for MistralCommon vs. adding a new MobileLLM model. No shared code path or same bug/change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and executorch export tests fix different problems in different subsystems." + "reason": "A tokenizer API patch and an Executorch export test are unrelated changes; only superficial test/utility similarity." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding MobileLLM are different changes; no shared concrete bug." + "reason": "Processor auto-loading robustness vs. adding MobileLLM. Different subsystems and different fixes." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs forwarding and a new model implementation are unrelated." + "reason": "Loss-function kwargs support and a new model addition are unrelated; same file cluster here does not mean same bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "The loss helper fix and Mistral4 test/kernel changes do not target the same bug or code path." + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model updates." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape testing and Mistral4 tests are unrelated test concerns, not the same underlying issue." + "reason": "Executorch dynamic-shape tests and Mistral4 fixes do not share a concrete code-path problem." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests and MobileLLM implementation are unrelated." + "reason": "A test for dynamic exportability and a new model implementation are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model implementation and fixing `cls.config` resolution are unrelated changes." + "reason": "New MobileLLM model code and config-resolution ordering in `modeling_utils.py` are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM implementation and Falcon output-interface refactoring are different model-specific changes." + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; no common bug or mergeable unified fix." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and a model-creation skill are not the same bug/change." + "reason": "Falcon refactor and the model-creation skill are completely different changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 test fixes do not fix the same concrete issue." + "reason": "Falcon standardized-output refactor vs. Mistral4 test fixes are not the same underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` spelling cleanup across CLIP-like models are unrelated." + "reason": "Mistral4 test/model work vs. a CLIP-style `layrnorm` spelling fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat response parsing updates are completely different areas." + "reason": "Mistral4 fixes and chat-response parsing updates address different functionality." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/integration changes and TDT loss kernel integration are unrelated." + "reason": "Mistral4 test fixes and TDT loss-kernel plumbing are unrelated code paths." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and config-resolution order fixes are unrelated." + "reason": "Mistral4-specific work and config resolution ordering in core model loading are different problems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model-specific test fixes and the model-creation skill draft are not the same underlying change." + "reason": "A model test fix and a model-creation skill PR are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM and creating a model-generation skill are unrelated." + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub-kernel plumbing, but they target different kernels and different behaviors; they are not the same concrete change." + "reason": "Both touch `hub_kernels.py`, but one adds a TDT loss kernel and the other adds ROCm AITER routing; different functionality and no shared bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` kwargs-forwarding bug in the same file, and one could plausibly merge the other\u2019s intent into a single PR." + "reason": "These are two near-identical fixes for `src/transformers/loss/loss_utils.py` that both add `weight`/`label_smoothing` support to `fixed_cross_entropy` for the same issue `43240`; they target the same concrete code path and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet: `43251` and `43254` are the only clear same-bug pair, both touching `src/transformers/loss/loss_utils.py` and sharing issue `43240`. The remaining soft-edge rejections are conservative and consistent with the diff previews. The only slightly subjective phrasing is the preference for `43251` as the cleaner representative, but it is still supported by the explicit kwargs-forwarding change." + "feedback": "The cluster summary is grounded in the packet, and the only accepted pair (`43251`/`43254`) is well-supported as a mergeable same-bug fix: same file, same helper, same issue target, and nearly identical scope. The other soft-edge rejections stay conservative and do not overclaim shared bugs." }, "evaluator_used": true, "retried": false, @@ -18302,7 +18278,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18318,12 +18294,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c195102c5d8f4c12bd6a08e2fd3b0c0ecd5130c20ee5dc408aebab8cfdf44754", + "prepared_review_unit_hash": "b3c14529dd32acc04f654921a9cd07007e7fe88ace2a7c27e76c8759d78cab1d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -18331,7 +18307,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -18340,18 +18316,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target VibeVoice support, but they are adjacent, not duplicate, changes: #40546 implements core VibeVoice integration, while #42781 adds a separate realtime variant plus an acoustic tokenizer and related updates.", - "confidence": 0.92, + "summary": "Both PRs concern the VibeVoice model family, but they are not duplicates: #40546 implements the base VibeVoice integration, while #42781 is a separate VibeVoice Realtime follow-up with acoustic tokenizer and generation changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR is evident. If one must serve as the representative, #42781 is the more complete and newer VibeVoice integration, but it extends the earlier work rather than fixing the same concrete code path.", + "canonical_pr_reason": "No true duplicate canonical PR; #40546 is the earlier baseline integration, while #42781 is a distinct realtime extension rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the strongest cluster representative because it covers the broader, newer VibeVoice integration surface and includes the extra realtime/tokenizer components, whereas #40546 is the initial core implementation.", + "best_pr_reason": "#42781 is the more focused and more complete follow-up for the realtime/VibeVoice expansion, but it should be tracked separately from the base implementation in #40546.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice support and several shared files, but #42781 adds realtime and acoustic-tokenizer work, so it is not the same concrete change and would not be merged as one PR." + "reason": "Reject: shared VibeVoice files reflect the same model family, but the PRs target different scopes. #40546 adds the core VibeVoice model/docs; #42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation updates. These are not the same concrete code-path fix and would not plausibly be merged into one duplicate PR." } ] }, @@ -18365,7 +18341,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18381,12 +18357,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5fe4d439564b8f4da6ab04fdc8d78efe1df762eb02fb46c6ee560e811fd4c8e9", + "prepared_review_unit_hash": "c496363d1b0cf383f6324352f21b6a0d4e9c1bb0eeda23d00d676d63d9126e20", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18394,7 +18370,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -18403,8 +18379,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different model families, code paths, and filenames, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different model families, different code paths, and are not duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18414,7 +18390,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes: TimesFM forecasting with covariates versus DINOv3 classification support. No shared bug or mergeable code-path overlap; they belong to separate PRs." + "reason": "Different underlying changes: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not share the same concrete bug or fixable code path." } ] }, @@ -18428,7 +18404,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18491,7 +18467,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18509,7 +18485,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b098863a567bbd3fbbc235ed1496d7fefa0a89f3a5280b0d8815f4746edd17b7", + "prepared_review_unit_hash": "8657413fa3e84caedd9853303cf18fe894d3a6ab9f229ef51728f0334ea07c06", "component_budget": { "node_count": 3, "item_count": 3, @@ -18531,24 +18507,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are similar in structure because they add new model integrations, docs, auto-mappings, and tests, but they are for different models (DeepSeek OCR, Isaac, Kimi2-6) and do not fix the same underlying change.", + "summary": "These are three separate model-addition pull requests. They share the same Transformers onboarding boilerplate, but each targets a different model and code path, so the overlap is not a duplicate relationship.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR here: each PR introduces a distinct model integration with its own files and model-specific code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the best representative only because it is the most comprehensive and recent of the three model-addition PRs, but it should not be treated as a duplicate of the others.", + "best_pr_reason": "PR 45630 is the broadest and most complete standalone model-addition PR, but it still introduces a different model than the others and is not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different target models and codebases: DeepSeek OCR vs Isaac. The overlap is just the standard new-model integration template, not the same concrete change." + "reason": "Different models (DeepSeek OCR vs Isaac). Shared files are generic model-registration/docs scaffolding, not the same underlying bug or change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different models and different implementation targets: Isaac vs Kimi2-6. Shared auto/docs/test scaffolding is too broad to treat as the same PR." + "reason": "Different models (Isaac vs Kimi2-6) with distinct implementation details. Similar onboarding patterns only; not the same code-path fix or mergeable into one PR." } ] }, @@ -18562,7 +18538,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18578,7 +18554,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "9eb3835338f5f389a9d8c4c3841dd9b6adcb2de9b4bd6446cba5d3f8ee98df48", + "prepared_review_unit_hash": "0c64c739e9bd75bd30d299025c3deaae3740c33ac79d8412ee89b7e678ccb51b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18600,18 +18576,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate workflow-maintenance PRs: one upgrades common GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action across Docker image workflows. They overlap in broad CI upkeep but target different actions and different failure modes.", - "confidence": 0.93, + "summary": "Two unrelated workflow-maintenance PRs: one targets GitHub Actions Node 24 compatibility, the other bumps Docker/build actions and a few workflow actions to newer releases. They overlap in some workflow files but do not fix the same concrete problem.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate pair here; if one PR must be treated as the representative, PR #42975 is the broader GitHub Actions compatibility update across many workflows and the more central maintenance change.", + "canonical_pr_reason": "PR 42975 is the clearer canonical PR: it has a specific compatibility goal (Node 24) and a coherent set of related action-version updates across workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the better representative because it touches more workflow files and addresses a concrete platform compatibility goal, while PR #42976 is a narrower docker-action version bump.", + "best_pr_reason": "PR 42975 is the best representative because its purpose is explicit and narrowly defined, while PR 42976 is a broader version-bump PR with less precise intent.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions version updates, but they modify different actions (checkout/cache/upload-artifact vs docker/build-push-action) and fix different concerns. They could be merged independently and do not look like the same underlying change." + "reason": "They both update workflow dependencies, but they address different changes: Node 24 compatibility vs. general/latest-version bumps for Docker actions. Shared workflow filenames alone are not enough to treat them as the same PR." } ] }, @@ -18625,7 +18601,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18648,12 +18624,12 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "6da1e23d73484be7f7f11082c1355628621c9111a22617bc65278764412d43d6", + "prepared_review_unit_hash": "a93fd6513bc29fba50928fc559f5cfcfac27835e8295072944c0daf6837e2e97", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18661,7 +18637,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14184, + "serialized_chars": 14183, "estimated_input_tokens": 3546, "estimated_eval_tokens": 7348 }, @@ -18670,48 +18646,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are independent model-addition efforts. They share generic Transformers boilerplate (docs, auto mappings, toctree) but target different architectures and code paths, so none should be clustered as duplicates.", - "confidence": 0.97, + "summary": "All six soft pairs are false positives: these are separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) that share only standard Transformers scaffolding files and docs. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43451 (Molmo2) is the strongest representative of the cluster by scope and discussion volume, with the broadest implementation surface across modeling, processing, video support, auto-mappings, and tests.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43451 is the best single representative because it is the most substantial and complete model-addition change in the set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model families with separate configs, model code, and tests; shared docs/auto-registration boilerplate is not enough to indicate the same underlying change." + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Overlap is limited to generic docs/auto-registry files, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions affecting different architectures and code paths despite both touching Transformer registry/docs files." + "reason": "ViT NEPA and Molmo2 are unrelated model additions. Shared files are only common registration/docs plumbing, so they are not duplicate fixes." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model implementations for different domains, and the overlap is only in generic integration files." + "reason": "ViT NEPA and CTSM target different models and tasks. Similarity is superficial and does not indicate the same bug or mergeable change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model variants with different processing and modeling stacks; they are not the same concrete bug or change and would not plausibly merge into one PR." + "reason": "Molmo and Molmo2 are distinct model releases with different implementations; this is not the same concrete code-path problem and should not be merged as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; the shared filenames are just registry/docs updates common to many PRs." + "reason": "Molmo and CTSM are unrelated additions. The shared auto/model docs files are routine boilerplate, not evidence of a duplicate PR." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM target different model architectures and implementation paths, so this is only broad subsystem overlap, not a duplicate fix/change." + "reason": "Molmo2 and CTSM implement different model integrations with different filenames and targets. They do not look like one underlying fix or feature." } ] }, @@ -18725,7 +18701,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18744,52 +18720,52 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "76545cff41088254b3faa6d885cec3ebf3f6bb097f38c2143471c382e5b5c332", + "prepared_review_unit_hash": "43c55b398643280397f9ab96c17281e01dc574f63f35a57d8e1d4518b74aceb5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7093, - "estimated_input_tokens": 1774, - "estimated_eval_tokens": 3804 + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are not duplicates of one another: one targets Whisper decoding/tests, one is just unrelated CLIP/ViT test edits, and one is a real FP8 dequant/model-loading fix. The shared similarity is only superficial.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one fixes Whisper decoding/tests, one is a test-only/contrived change in CLIP+ViT, and one is a FP8 dequantization/model-loading fix. They target different code paths and should not be clustered together as the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44815 is the only substantive code fix here; it addresses a concrete FP8 dequant/loading path and is much more representative than the test-only or test-noise PRs.", + "canonical_pr_reason": "PR 44815 is the strongest representative because it contains a coherent, concrete fix across the FP8/model-loading path, while the others are either unrelated or mostly test-only.", "best_issue_reason": null, - "best_pr_reason": "PR #44815 is the best standalone PR in the set because it contains an actual implementation change with a clear bug fix, whereas #43291 and #43665 are test-focused and appear unrelated to the same underlying problem.", + "best_pr_reason": "PR 44815 is the best standalone PR in the set: it addresses a specific implementation bug with real code changes, unlike PR 43665 and the narrower Whisper test fix in PR 43291.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both touch tests, but they target different models and different problems: Whisper tokenizer/decode tests vs CLIP/ViT test assertions. No shared concrete bug or change path." + "reason": "Whisper tokenization/test changes are unrelated to the CLIP/ViT test-only patch; no shared bug or mergeable code-path fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test changes are unrelated to FP8 dequantization and model-loading logic. Different subsystem, different bug, no plausible single merged fix." + "reason": "Different subsystems and failure modes: Whisper decoding versus FP8 dequant/model loading. Not the same underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test-only edits do not match the FP8 dequant/loading implementation fix. They are not the same underlying change and should not be merged as duplicates." + "reason": "The CLIP/ViT test edits are unrelated to the FP8 dequantization fix; they do not appear to solve the same concrete problem." } ] }, @@ -18803,7 +18779,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18826,64 +18802,64 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "5c8d59a11221d973edb8b9fff8c86e97513d815c6ed79f307b54267859bd05b5", + "prepared_review_unit_hash": "47f2b8d4661d138ef60a18df6f16fc6e34bf0ab5e1f31ecba27cca77a0e99ba9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 12263, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated synthetic \"do not merge\" PRs used to test bot/CI behavior. The only mildly similar pair (45932, 46100) still targets different test-fixture goals, so I do not treat any pair as true duplicates.", - "confidence": 0.89, + "summary": "These are unrelated \"don't merge\" / test / CI tinkering PRs with superficial overlap in shared test files. No pair looks like the same underlying fix or change, so this is not a duplicate cluster.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46114 is the broadest representative of the cluster\u2019s synthetic test/migration theme, with CI, model, and test-file changes that best summarize the fixture-like nature of the set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46114 is the best global representative because it spans the widest mix of CI and test scaffolding among the dummy PRs, making it the clearest canonical example of the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Both are synthetic test PRs, but they touch different scaffolding: 43488 is a repo-bot/version/setup tweak around ViT tests, while 46114 is a CI/OTEL migration fixture. Not the same underlying change." + "reason": "Shared ViT test-file overlap is incidental; 43488 is about setup/version/dependency tweaks while 46114 is a broad CI/test migration PR with unrelated edits." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared Vit test file is incidental; 43488 is setup/version plumbing, while 43532 rewires comment-driven workflow and notification logic. Different dummy changes." + "reason": "Different changesets: 43488 touches packaging/versioning and a ViT test, while 43532 rewires workflow/comment CI and testing utilities. Not the same concrete bug or fix." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both are bot/CI-related, but one is a self-comment workflow rewrite and the other is a forked migration/OTEL test PR. They do not fix the same code-path problem." + "reason": "Both are CI/test-oriented, but they change different paths and goals; 43532 is workflow/comment handling, 46114 is migration/telemetry and assorted test edits." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-oriented, but 45932 changes multiple CI/model files for a Grafana/OTEL-style fixture, whereas 46100 only injects failing assertions into Vit tests. Not mergeable as one PR." + "reason": "Despite both touching testing, 45932 spans workflow/model implementation changes, while 46100 only injects failing assertions in ViT tests. Not mergeable as one fix." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-labelling is too broad; 46100 is a narrow Vit test-migration stub, while 46114 is a wider CI/model/test migration fixture. Different underlying changes." + "reason": "The shared ViT test file is not enough; 46100 is a tiny test-only prank, while 46114 is a broader CI/model/test migration PR with different intent." } ] }, @@ -18897,7 +18873,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18913,7 +18889,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a1d6914a2f6a41f8edc1e78e6a77d9a421ce987b54491c07fe3b03917d2f44bf", + "prepared_review_unit_hash": "32a94e5b464e69e150e315eb2e18222da60baef14b579437efefbd9e1f322cec", "component_budget": { "node_count": 2, "item_count": 2, @@ -18935,18 +18911,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct pull requests for different segmentation pipelines: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Their overlap is mostly shared documentation and registration plumbing, not the same underlying bug or change.", - "confidence": 0.92, + "summary": "These are two distinct PRs adding different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some docs/registry plumbing, but they target different features and code paths, so they should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate target: the two PRs implement different pipelines with different model/support files and different concrete behavior.", + "canonical_pr_reason": "PR #43613 is the broader and more reusable representative of the segmentation-pipeline additions, with more model integrations and tests, but it is still a separate feature from #43612 rather than a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader representative of the pair because it adds the more expansive Promptable Visual Segmentation pipeline and touches more related model/tests/docs, but it is still a separate change from 43612.", + "best_pr_reason": "PR #43613 is the best single representative of this cluster because it is the more expansive pipeline addition and touches the widest set of related files, though it is not interchangeable with #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: they target different pipeline features and different code paths/models. Shared docs, pipeline registration, and metadata updates are incidental and not enough to treat them as one mergeable PR." + "reason": "Different concrete features: concept segmentation vs visual segmentation. They share framework/docs scaffolding, but the pipeline names, task docs, model integrations, and tests target different code paths and would not plausibly be merged into one PR." } ] }, @@ -18960,7 +18936,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18976,7 +18952,7 @@ "soft_pairs": [ "pull_request:43649|pull_request:46301" ], - "prepared_review_unit_hash": "fa56513447ac7cdc943a0f517b73ee28337e9a3979c00f844c23feb3d0720a26", + "prepared_review_unit_hash": "16cb215b6ebc87e1c9ca832bb5fceb8b75b555b7c5754fa9034d9600771675d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -18998,18 +18974,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is about CI/self-comment failure reporting workflows, while the other changes CircleCI test selection and tensor-parallel test handling. They touch different code paths and would not plausibly be merged into one PR.", - "confidence": 0.96, + "summary": "The two PRs are unrelated and should not be treated as duplicates: one is about CI/self-comment reporting workflows, while the other changes CircleCI test selection and tensor-parallel test code.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes address unrelated areas (workflow/reporting automation vs. CircleCI marker/test behavior) and do not fix the same concrete bug or implement the same change.", + "canonical_pr_reason": "PR #43649 is the clearer representative: it has a substantive, specific title and a coherent CI/reporting change, whereas #46301 is a vague 'check' PR focused on different test infrastructure.", "best_issue_reason": null, - "best_pr_reason": "PR 43649 is the better representative only because it has a clearer, coherent title and a more self-contained CI/reporting theme; PR 46301 is very generic ('check') and mixes CircleCI config with tensor-parallel test adjustments.", + "best_pr_reason": "PR #43649 is the better standalone representative because it is more clearly scoped and described; #46301 is too generic and addresses a separate code path.", "soft_edge_verdicts": [ { "left": "pull_request:43649", "right": "pull_request:46301", "accept": false, - "reason": "Different underlying changes: 43649 modifies workflow/comment-based failure reporting, while 46301 adjusts CircleCI job markers and tensor-parallel test execution. They are not the same bug/change." + "reason": "Different underlying changes: #43649 edits workflow/reporting logic and test utilities, while #46301 changes CircleCI job markers and tensor-parallel test handling. They do not appear mergeable into one fix." } ] }, @@ -19023,7 +18999,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19039,40 +19015,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "5e68d8c7ae6bf657bb26c8831a86307bebedba11bc8cd0b5e75b0a7076a5b27e", + "prepared_review_unit_hash": "f3fac0e6eb0cf3a88463c46fd3d41ac03db7efca325eb5cccf2c8ed5e84ee49c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "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": "Two independent Trainer enhancements in the same file: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom trainers/PEFT. They do not look like the same bug or mergeable change.", - "confidence": 0.93, + "summary": "Both items are open PRs touching `trainer.py`, but they address different extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. Among the PRs, 43651 is the more canonical representative because it changes a core training-path behavior, has more discussion activity, and is the more substantive trainer semantics change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43651 is the best representative PR for the cluster because it touches the main training_step loss-scaling path and has broader behavioral impact than the column-filtering refactor in 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different changes in the same subsystem but not the same underlying problem: 43651 is about gradient accumulation loss scaling, while 43663 is about extracting signature-column filtering for custom trainers/PEFT. They would not plausibly be merged into one PR." + "reason": "Different concrete code paths and behaviors: one changes loss scaling during training steps, the other refactors model signature inspection for dataset column filtering. Shared file/subsystem alone is not enough to treat them as duplicates." } ] }, @@ -19086,7 +19062,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19102,7 +19078,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "7e972a73e3f88f477ca7ecb3ef80ec3135f5e95b7f3f7811792a32a5478b9d38", + "prepared_review_unit_hash": "2ca0ca98a53061574d96da0e5c557607ff037d3b9f4293d59b8cbdf28d21bc73", "component_budget": { "node_count": 2, "item_count": 2, @@ -19124,18 +19100,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch the same file and both mention a TypeAdapter NameError in the CLI, but they appear to address different underlying fixes rather than the same exact bug/change.", - "confidence": 0.82, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different annotation/runtime issues rather than the same underlying bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, more central fix in src/transformers/cli/serve.py and appears to address the annotation-evaluation NameError directly, with wider typing cleanup. PR 43842 is a narrower follow-up focused on the optional pydantic import path.", + "canonical_pr_reason": "No single canonical PR: the patches address different failure modes in `src/transformers/cli/serve.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best representative of the cluster because it is the more complete change to the CLI typing/runtime-annotation problem, while PR 43842 is a targeted variant for a specific dependency scenario.", + "best_pr_reason": "PR 43842 is the more directly targeted fix for the concrete `TypeAdapter` NameError when `pydantic` is unavailable.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but the fixes are not the same concrete change: 43656 adds future-annotations/typing cleanup, while 43842 explicitly moves TypeAdapter under TYPE_CHECKING and quotes the annotation to handle the pydantic-absent case. These are related but distinct solutions and not clearly mergeable into one PR." + "reason": "Reject: 43656 focuses on `__future__` annotations and typing cleanup, while 43842 explicitly guards the `TypeAdapter` import for the no-pydantic case. Same file, but not the same concrete bug or mergeable fix." } ] }, @@ -19149,7 +19125,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19215,7 +19191,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19288,8 +19264,8 @@ "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", - "pull_request:43997|pull_request:44073", "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -19327,298 +19303,364 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "2de69f7eaaed316090d1bf8248f1c5198acfd6a4c2ad347fe7bc15d1d760ad83", + "prepared_review_unit_hash": "8f72a6d50bde5850c553d6d784d7c890744dcc6b4fa1a66332d1e7ec4a1c8f90", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75095, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a thematically similar wave of output-tracing refactors across many different models, not a single duplicate PR. The clearest true duplicates are the GPT-J/CodeGen revisions and the GPT-Neo revision pair; the rest are model-specific changes that should stay separate.", + "summary": "This cluster is mostly a broad family of model-specific output-tracing refactors, not duplicates of one another. The only strong duplicate-ish overlaps are within GPT-J and GPT-Neo; the rest target different model code paths and should stay separate.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the cleanest representative of the main true-duplicate subcluster: it targets the same GPT-J/CodeGen output-tracing refactor, has an explicit tracking issue, and is the broadest/latest version of that concrete change.", + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J output-tracing refactor: it targets the same concrete code path as the other GPT-J variants, has an explicit tracking issue, and includes the related CodeGen copy as well.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best anchor for deduping the GPT-J/CodeGen subcluster because it addresses the same concrete code-path change with the most complete scope among the duplicate candidates.", + "best_pr_reason": "PR 44722 is the best overall representative because it is the most complete/explicit instance of the shared GPT-J tracing refactor and most clearly captures the intended standardized decorator-based change.", "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 issue target alone is not enough." + "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and refactor scopes (CVT/FNet vs DeBERTa)." + "reason": "Different model families and different code paths; only the broader output-tracing theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same model file; these are overlapping revisions of the same concrete change." + "reason": "Same GPT-J output-tracing refactor on the same concrete code path; one PR is effectively a broader/superset variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing refactors, but for different CNN architectures and separate code paths." + "reason": "RegNet vs EfficientNet are separate model implementations, so this is not the same fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated model code paths; broad theme overlap is not a duplicate." + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); shared refactor style is too broad to merge as duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; different underlying change." + "reason": "GPT-J/CodeGen vs EfficientNet; unrelated concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen output tracing vs MGP-STR output tracing; different model-specific fixes." + "reason": "GPT-J/CodeGen vs MGP-STR; same high-level pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are distinct model code paths." + "reason": "GPT-J/CodeGen vs MPT; different implementation targets." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file; looks like duplicate revisions of one change." + "reason": "Both are GPT-Neo output-tracing refactors for the same model/code path; these look like duplicate or superseding versions." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor pattern but different models." + "reason": "GPT-Neo vs GPT-J/CodeGen; same initiative, different model path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; related theme, not the same code-path change." + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor vs GPT-J/CodeGen refactor; different model code paths." + "reason": "ResNet vs GPT-J/CodeGen; only the output-tracing theme overlaps." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + "reason": "MGP-STR and GPT-J are separate code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families." + "reason": "ResNet vs GPT-J; unrelated concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo vs ResNet are unrelated model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different models; only the general refactor theme overlaps." + "reason": "ResNet vs MPT; different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different model-specific output tracing changes." + "reason": "GPT-Neo vs Flaubert; same refactor style, different model." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated implementations." + "reason": "MPT vs ImageGPT; not the same concrete bug/change." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." + "reason": "TextNet vs Flaubert/XLM; different model paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different models." + "reason": "Segformer vs GPT-J/CodeGen; only the tracking-theme overlaps." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific refactors." + "reason": "Segformer vs LongT5; different implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo vs MGP-STR; not the same underlying bug or change." + "reason": "Segformer vs VisualBert; not the same fix." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated code paths." + "reason": "VisualBert vs Flaubert/XLM; different code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR are distinct model implementations." + "reason": "GPT-2 vs MGP-STR; unrelated model paths." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor family, different model." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different models; same output-tracing theme is too broad." + "reason": "GPT-J vs MGP-STR; not the same change." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families." + "reason": "ViLT vs Flaubert/XLM; different models and code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen are separate code paths." + "reason": "Segformer vs VisualBert; unrelated concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model changes." + "reason": "SqueezeBERT vs MPT; not the same bug/change." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and LongT5 are different model-specific refactors." + "reason": "SqueezeBERT vs VisualBert; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and VisualBERT are unrelated code paths." + "reason": "RegNet vs GPT-Neo; only the output-tracing initiative overlaps." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model implementations." + "reason": "RegNet vs MPNet; different model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated model-specific changes." + "reason": "RegNet vs LongT5; not the same concrete change." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "MPNet and LongT5 are different code paths." + "reason": "RegNet vs TextNet; separate code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "RegNet and SegFormer are distinct models." + "reason": "GPT-Neo vs GPT-J; same family of refactors, but not the same model path." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with the same concrete files; 44722 is a later, broader revision of the same change." + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated concrete changes." }, { - "left": "pull_request:44085", + "left": "pull_request:44071", + "right": "pull_request:44161", + "accept": false, + "reason": "MPT vs LongT5; different model paths." + }, + { + "left": "pull_request:44059", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change in the same code path; 44722 subsumes this narrower revision." + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; not the same underlying fix." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." + "reason": "GPT-Neo vs ResNet; unrelated models." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; same refactor theme but not the same underlying change." + "reason": "GPT-2 vs GPT-Neo; same pattern, different code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44019", + "right": "pull_request:44154", "accept": false, - "reason": "CVT/FNet and SpeechT5 are different model implementations." + "reason": "ResNet vs Vits; different concrete implementations." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + "reason": "DeBERTa vs SpeechT5; separate model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different models; not mergeable as one duplicate PR." + "reason": "DeBERTa vs Vits; not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated concrete fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; only the tracing refactor theme is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; different model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet; separate model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the non-duplicate pairs. The accepted duplicate pairs are plausibly mergeable as revisions of the same GPT-J/CodeGen and GPT-Neo fixes, and the rest are correctly treated as model-specific changes rather than one shared bugfix. The only minor caveat is that phrases like \"most complete scope\" are somewhat interpretive, but not overstated enough to reject." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes most items as separate model-specific output-tracing refactors, and the only accepted soft pairs are plausible duplicate/superset variants within GPT-J and GPT-Neo. I did not see an overstated mergeability claim in the accepted pairs." }, "evaluator_used": true, "retried": false, @@ -19629,7 +19671,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 31, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19656,70 +19698,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0a504e473fc0ff7034db79e7708bc1ed08a1ca619939031f4b5f0f75436fea71", + "prepared_review_unit_hash": "96b70376cff42be79e8f1c3255d97ec6c62a7028b6597f06649e7d82937e99e2", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17122, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of model-specific refactors to standardized output tracing/capture_outputs across different architectures, not duplicate fixes of the same underlying bug or change. They share a theme but target different code paths and would not be merged as one PR.", + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they affect different code paths and should not be merged as duplicates. The cluster is thematically related, not a true duplicate set.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate canonical for the cluster; the closest representative is the most complete standardized-output refactor among the model-specific changes.", + "canonical_pr_reason": "44129 is the strongest single representative because it has an explicit issue target and a fuller, self-contained output-tracing refactor; however, it is still model-specific and not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the clearest representative of the shared pattern because it explicitly wires output-capture metadata and migrates a model to the standardized tracing decorators in a self-contained way.", + "best_pr_reason": "No single PR is a good duplicate target for the whole cluster. If one must be picked as the most representative change, 44129 is the closest because of its explicit issue link and broader implementation detail.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and different implementation details. Same refactor theme, but not the same concrete code-path change." + "reason": "Both are standardized output-capture refactors, but they touch different models and different implementation paths. Same theme, not the same underlying bug/change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different architectures and separate model logic; not mergeable as one PR." + "reason": "VisualBert and TextNet are separate model implementations with separate forward/output plumbing. They are related refactors, not a single duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are distinct model implementations. Shared capture_outputs plumbing is a pattern, not a duplicate change." + "reason": "MPNet and VisualBert have different model-specific output-tracing code paths. Shared decorator usage is too broad to treat as a duplicate." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output handling. Similar modernization, but not the same bug or change." + "reason": "These are distinct model refactors in different files and code paths; they do not appear to fix the same concrete problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths. These are separate migrations to standardized output handling, not duplicates." + "reason": "RegNet and SqueezeBert are unrelated model implementations. Both migrate output handling, but not the same code-path bug or change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs SpeechT5: distinct implementations and refactor scopes. They share output-capture modernization but are not the same underlying change." + "reason": "Both touch output-tracing standardization, but for different models and different internal logic. The overlap is thematic rather than duplicate." } ] }, @@ -19733,7 +19775,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19798,268 +19840,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "df9f3158a8bec9efd4d9df3e885aa0ae47d0f018e66d7daaf1ce8596550417f7", + "prepared_review_unit_hash": "cbd8cae8eff134e25d00a60d5ce3b7f156043516e0ca764291d7e76170401d6b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39793, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39793, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is a set of model-specific 'refactor output tracing' pull requests. They are thematically similar but target different architectures and code paths, so they should not be treated as duplicate fixes. The best representative PR is 44025 because it is a clear, multi-file example of the shared refactor pattern.", - "confidence": 0.93, + "summary": "The cluster is a batch of similar-looking output-tracing refactors across unrelated model implementations. They share a theme, but not the same concrete bug/change, so the soft pairs should be treated as non-duplicates. No issues are present; PR 44025 is the best representative because it is the broadest multi-file example in the group.", + "confidence": 0.43, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical duplicate for the cluster; 44025 is the closest representative because it is a concrete output-tracing refactor spanning two closely related files in one model family.", + "canonical_pr_reason": "PR 44025 is the best canonical representative because it is a substantive multi-file output-tracing refactor in the same style as the rest of the cluster, making it the most central exemplar of the batch.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best global representative because it shows the shared pattern cleanly and covers two related depth-anything implementations, while still being a specific, mergeable code change.", + "best_pr_reason": "PR 44025 is the strongest overall representative of the cluster: broader than the single-model refactors and clearly part of the same output-tracing cleanup pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet); same refactor theme, but not the same concrete code-path change." + "reason": "Different models and code paths; only the refactor theme is shared." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (timm_backbone vs vision_text_dual_encoder); similar tracing refactor, not a duplicate fix." + "reason": "Unrelated model implementations; same high-level tracing cleanup only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; both refactor output handling, but they are separate code paths." + "reason": "Different subsystems with no shared concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "timm_backbone and mamba/falcon_mamba are unrelated model families; not the same underlying bug or change." + "reason": "Different model families; similar output-tracing refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared code path; both are just output-tracing refactors." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output mechanics; only the high-level refactor motif matches." + "reason": "Different architectures and files; only the refactor theme overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; the overlap is only the generic output-tracing refactor pattern." + "reason": "Mobilenet and UnivNet are unrelated; no same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems and model code paths; not a single mergeable fix." + "reason": "Different model code paths; shared theme is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs depth_anything are separate model families; same style of refactor, not duplicate behavior." + "reason": "Different models and outputs; not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and vision_encoder_decoder do not share the same concrete code path." + "reason": "No common concrete bug; only similar refactoring style." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and speech_encoder_decoder are unrelated; only the generic tracing refactor overlaps." + "reason": "Distinct encoder-decoder stack vs Mobilenet; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "vision_text_dual_encoder and univnet are different models with different forward paths; not the same change." + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; both adjust output tracing, but not the same underlying fix." + "reason": "Different models; same output-tracing umbrella is not enough." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "vision_text_dual_encoder and mamba/codegen are unrelated code paths." + "reason": "Separate model families; no plausible single merged PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and vision-text dual encoder are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "No shared concrete bug: one is vision-text dual encoder, the other is depth-anything refactoring." + "reason": "Different tasks and model families; only superficial similarity." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated model families; the similarity is only in output tracing cleanup." + "reason": "UnivNet and UperNet are different models with different code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "UnivNet and mamba/codegen do not appear to fix the same code-path problem." + "reason": "No shared concrete bug; only the output-tracing refactor motif." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different forward implementations; not mergeable as one PR." + "reason": "Different model implementations; not the same change." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:44001", + "right": "pull_request:44025", "accept": false, - "reason": "UperNet and RWKV are unrelated architectures; same refactor motif, not duplicate behavior." + "reason": "Unrelated model families; not mergeable as one fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and fixes; not the same concrete change." - }, - { - "left": "pull_request:44003", - "right": "pull_request:44004", - "accept": false, - "reason": "Mamba/falcon_mamba versus CodeGen are unrelated code paths; the overlap is only the output-tracing refactor theme." + "reason": "Different subsystems and fixes; similarity is only thematic." }, { - "left": "pull_request:43998", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and codegen are different model families with different forward logic." + "reason": "UperNet and CodeGen touch different code paths." }, { - "left": "pull_request:44001", - "right": "pull_request:44004", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "UnivNet and CodeGen are unrelated; similar refactor pattern is not enough to duplicate them." + "reason": "Different models; no same underlying bug or change." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate implementations; not the same underlying bug." + "reason": "Falcon/Mamba and CodeGen are unrelated refactors." }, { - "left": "pull_request:44000", + "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "vision_text_dual_encoder and codegen are different code paths and different model domains." + "reason": "Different model code and behavior; just a common refactor style." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and vision_encoder_decoder are different model families; same refactor style only." + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and speech_encoder_decoder are unrelated code paths." + "reason": "Different model stacks; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are different models; not a single concrete fix." + "reason": "Depth estimation vs SuperPoint; no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV do not share the same implementation issue." + "reason": "Different architectures; same tracing-cleanup theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated architectures; same refactor motif is too broad." + "reason": "Distinct model implementations and behavior changes." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different model families with different output paths." + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate stacks." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are analogous wrapper models, but still separate code paths and not one mergeable fix." + "reason": "No common bug; unrelated model code." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations; no shared concrete bug beyond tracing cleanup." + "reason": "Different models and execution paths; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated; not the same change." + "reason": "Unrelated model families; only the refactor pattern matches." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models; only the generic output-tracing pattern matches." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated." }, { "left": "pull_request:44027", - "right": "pull_request:44029", + "right": "44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different code paths and architectures." + "reason": "Different model code paths; not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not appear to fix the same concrete issue." + "reason": "Separate subsystems and fixes; no duplicate signal." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model families." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different code paths; not duplicate changes." + "reason": "Different concrete changes in different model families." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated architectures, so this is not the same underlying fix." + "reason": "RWKV and DPR touch different code paths; only the theme overlaps." } ] }, @@ -20073,7 +20121,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20092,52 +20140,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "728e7b17fb2371a5cd141f8b2b6d7c46730ba48586e2465d16504f187cb9a760", + "prepared_review_unit_hash": "68dd51482b3871793de6008c3e4cae18e18e387d9bfa315b44ca7c185c78e9c1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are separate model-addition implementations, not duplicates. They share generic Transformers scaffolding (auto registration, docs, package wiring), but each targets a different model family and code path: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS.", - "confidence": 0.98, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share some boilerplate files and auto-registry updates, but they do not fix the same underlying problem or implement the same change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the three PRs introduce different models and do not appear to fix or implement the same concrete change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest representative only by maturity/activity, but it is still a distinct DeepSeek-OCR-2 model-addition PR rather than a duplicate of the others.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions and different problem domains: PenguinVL (vision-language) vs Voxtral TTS (text-to-speech). Shared auto/docs wiring is generic and not evidence of the same underlying change." + "reason": "Different model families and codepaths: PenguinVL implementation vs Voxtral TTS support. Shared docs/auto-registration are generic model-addition boilerplate, not evidence of a duplicate change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are separate model implementations with different architectures and assets; overlap is only in framework registration/docs scaffolding, so they are not the same code-path fix." + "reason": "Both are new model integrations, but for unrelated models (PenguinVL vs DeepSeek-OCR-2). They touch similar framework plumbing, yet do not represent the same concrete fix or mergeable PR." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS address unrelated model families and tasks. They may touch common auto-mapping files, but they are not plausibly mergeable as one PR for the same bug/change." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different filenames, tests, and implementation targets. Similar auto-mapping/docs edits are too broad to treat as duplicates." } ] }, @@ -20151,7 +20199,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20167,7 +20215,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "9f481e346682d77dd3ef7bdba072e53e771a4bc0b3046a6d67d4d0b5ece73b8d", + "prepared_review_unit_hash": "2d7f649b02a7d6b6cd77fa94599104f99d452f095e4d8d13424f53dc787fd6cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20189,18 +20237,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: one defines a general Module Fusion API, while the other implements n-to-1 kernel fusion through KernelConfig and model/runtime integration.", + "summary": "These PRs are related to fusion/fused modules, but they target different layers and scopes: #44979 adds a general Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion path via KernelConfig and integration changes. They are not the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader, more foundational change: it introduces the new Module Fusion API and core module_fusion implementation, which is the best representative of this cluster.", + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires kernel fusion into model loading/execution through KernelConfig and supporting integration code. #44979 is a lower-level API foundation and not the same deliverable.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best single PR to represent the cluster because it centers the underlying fusion abstraction rather than one specific KernelConfig application path.", + "best_pr_reason": "#45363 is the best representative PR for this cluster because it includes the actual end-to-end kernel fusion workflow and example usage, whereas #44979 is only the API groundwork.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the general fusion theme, but they address different concrete changes: #44979 adds the module fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and related integrations. They would not plausibly be merged as one PR." + "reason": "Related fusion work, but not the same bug/change: #44979 introduces a generic module fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model integration. They would not be merged as one PR." } ] }, @@ -20214,7 +20262,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20230,7 +20278,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "8b47e36ac54c6c8679ab15a45d64bd382586bfadde51d65496ef1ce64d151cab", + "prepared_review_unit_hash": "df08bf72d082e49a5a5851c98a54ef19868296f42de40da44a8e12d85606dc08", "component_budget": { "node_count": 2, "item_count": 2, @@ -20252,18 +20300,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patch bug in `tokenization_utils_tokenizers.py` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds tests.", + "summary": "Both PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file; 45317 is the more complete version because it includes tests in addition to the code fix.", "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it implements the same fix as 45086 and also includes regression test coverage.", - "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR candidate: same concrete fix, plus tests, making it the most complete mergeable representation of the change.", + "canonical_issue_reason": "Issue 45081 is the shared upstream bug report both PRs target, so it is the natural canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and adds test coverage, making it the more complete duplicate/primary patch.", + "best_issue_reason": "No issue artifact is present in the cluster; if selecting by target, 45081 is the shared issue these PRs resolve.", + "best_pr_reason": "45317 is the best PR candidate because it contains the same code-path fix as 45086 plus regression tests, so it is the most merge-ready representative.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix, same file, same code-path change, and one PR is essentially a test-augmented version of the other." + "reason": "Accept: both PRs change the same function in the same file to fix the same AttributeError in _patch_mistral_regex; 45317 is essentially the same fix with added tests." } ] }, @@ -20277,7 +20325,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20293,7 +20341,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "b3d9772d1cf179d5e9b1a7f299fc68fa7042e74f91d6d7cfbeee89861baabd21", + "prepared_review_unit_hash": "9e863ca3f46c0521ac225da19e33936cc52efa8df32ad5c1c65a6f7e262cb6b4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20315,18 +20363,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to NemotronH, but they tackle different changes: one is a conversion/refactor toward GraniteMoeHybrid-compatible naming, while the other splits NemotronH into dense/sparse variants with docs and tests. Shared files reflect the same subsystem, not the same underlying fix.", - "confidence": 0.88, + "summary": "These PRs are related to Nemotron H but address different changes: #45115 is a structural inheritance/refactor to make NemotronH align with GraniteMoeHybrid-style conversion and model wiring, while #45569 splits the family into separate NemotronH Dense/Sparse model docs and implementations. They overlap in files because they both touch the Nemotron H modeling stack, but they are not the same underlying fix/change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No clear duplicate canonical PR: #45569 is the broader family-splitting implementation, but #45115 is a narrower refactor/conversion-mapping update with a different goal.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the more complete and user-facing change: it adds the dense/sparse model split, auto-mapping, documentation, and tests, so it is the better representative of this cluster.", + "best_pr_reason": "#45569 is the most representative PR for the cluster because it makes the larger user-facing architectural change (new Dense/Sparse model split, docs, auto-mappings, and tests).", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: both touch NemotronH internals, but 45115 is a narrow structural/conversion refactor, while 45569 is a broader model-family split with docs/tests. They are not the same concrete change and would not plausibly merge as one PR." + "reason": "Related Nemotron H work, but different concrete changes: #45115 focuses on inheritance/conversion mapping for NemotronH, while #45569 introduces separate NemotronHDense/NemotronHSparse model definitions and docs. Shared files alone are not enough to call them the same fix." } ] }, @@ -20340,7 +20388,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20356,12 +20404,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "4f4eaba59426177f515be4cc2c2cc2577223bc91721ab50fed4fbd43db7a7580", + "prepared_review_unit_hash": "8ca345ff352092a16ff2961d9cfa3dd6a601e81791b82cebf5b725872ebdf088", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20369,7 +20417,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20378,18 +20426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but not duplicates: PR #45333 adds the heterogeneous per-layer config plumbing, while PR #45332 builds on that to add heterogeneous model/cache/masking support. They target different layers of the same feature and would not be merged as one change set.", - "confidence": 0.89, + "summary": "The two PRs are related but not duplicates: #45333 adds foundational per-layer heterogeneous config support, while #45332 builds on that to add heterogeneous modeling/cache behavior. They share files and theme, but they are different concrete changes.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes the modeling/cache integration work and depends on the config machinery added elsewhere, so it is the better representative of the overall feature cluster.", + "canonical_pr_reason": "PR #45333 is the better representative of the shared theme because it introduces the underlying per-layer heterogeneous configuration API that PR #45332 depends on and extends.", "best_issue_reason": null, - "best_pr_reason": "PR #45333 is the cleanest standalone representative for the foundational config API because it is narrowly scoped to per-layer configuration plumbing and tests.", + "best_pr_reason": "PR #45333 is the cleanest single representative of the cluster: it focuses on the core config-layer abstraction, whereas #45332 is a broader follow-on that adds modeling behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not the same concrete change: #45333 introduces heterogeneous config support, while #45332 adds model/cache behavior that consumes that config. They are complementary feature pieces rather than duplicate fixes and would not be plausibly merged into one PR." + "reason": "Related feature work, but not the same change: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/cache logic on top of that. They would not plausibly be merged as one duplicate PR." } ] }, @@ -20403,7 +20451,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20419,7 +20467,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "c8a66d8ccc7babff6aa2ba8fb35a4d3eb7aed5f6e55f58463b5eb68c0e890050", + "prepared_review_unit_hash": "0a98bfa5e3eab9bde6ad545efcfac718da7b129989f086d08d304a9d15a3e27b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20441,18 +20489,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the typing/type-checking area, but they address different changes: one is a broad pass to add type checking across many `src/transformers/*.py` files, while the other introduces typing protocols/helpers and modeling-related typing fixes. They overlap in a few files, but not the same concrete bug/change.", - "confidence": 0.87, + "summary": "These are both typing-related PRs, but they target different changes: one is a broad repository-wide type-checking cleanup, while the other adds specific protocol/type definitions to support particular code paths. They overlap in a few files, but do not look like the same underlying fix.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing refactor with specific helper protocol additions and targeted modeling-related fixes; it better represents a distinct change than the broad type-checking sweep in 45415.", + "canonical_pr_reason": "PR 45425 is the more concrete change: it adds explicit typing/protocol support in _typing.py and related call sites/tests. PR 45415 is a broad type-checking sweep across many files and looks more like a separate cleanup pass than the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a focused technical goal and clearer code-level scope, whereas 45415 is a broad, cross-file type-checking cleanup.", + "best_pr_reason": "PR 45425 is the best representative of the cluster\u2019s substantive typing work because it introduces specific type abstractions and targeted code changes. PR 45415 is broader and more mechanical, so it is less suitable as the canonical representative for this pair.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking sweep while 45425 adds specific typing protocols and modeling fixes; they are not the same underlying change and would not plausibly merge as one PR." + "reason": "Shared files and a type-checking theme are not enough: 45415 is a broad pyproject/type-checking sweep across many modules, while 45425 adds specific typing protocols and support for modeling_utils/PEFT-related code paths. They could be merged independently and do not fix the same concrete bug/change." } ] }, @@ -20466,7 +20514,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20482,7 +20530,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "8c3bff436b63fa6c2eba44d9eb09e8d0e39604eb6d09b246a1ad8a7d4b3aef78", + "prepared_review_unit_hash": "30f04877b6f90e78283595dbffabbbdd1ed211e8081280a20392e7ddfecc048f", "component_budget": { "node_count": 2, "item_count": 2, @@ -20504,18 +20552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address cached-forward bugs when `seq_len > 1`, but in different model families and codepaths: OLMo/Qwen hybrid linear attention vs. Mamba2 CUDA kernels. They are thematically similar, not the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.89, + "summary": "These are unrelated PRs: 45513 fixes cached multi-token forward for Qwen3.5/Qwen3-next/OlmoHybrid GDN linear attention, while 46084 fixes Mamba2 cache handling when seq_len > 1. They share a broad caching symptom but not the same code path or bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46084 is the better representative because it has a concrete linked issue, a narrowly scoped fix, and a clear bug statement about `use_cache` with `seq_len > 1` in one specific implementation.", + "canonical_pr_reason": "No single canonical PR: they target different model families and different cache/forward implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 46084 is the stronger canonical PR for the cluster since it is explicit, targeted, and less broad than the other PR; PR 45513 spans multiple model variants and a broader refactor-like fix across several files.", + "best_pr_reason": "Neither PR is a global best for the cluster because they are not duplicates; 46084 is more focused and has an explicit issue link, but it fixes a separate Mamba2 bug.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Both involve cached multi-token forward behavior, but they fix different concrete implementations and likely different bugs: OLMo/Qwen hybrid linear attention versus Mamba2 state-space CUDA kernels. The overlap is only high-level theme, not a shared underlying change." + "reason": "Reject: the overlap is only a generic cached-forward/seq_len>1 theme. The PRs touch different models, different kernels, and different concrete failure modes, so they are not the same underlying change." } ] }, @@ -20529,7 +20577,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20545,12 +20593,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "77464b2b886a37677f5e97fe4ae356f789e6eaf7613a25e921dc9ced185d2b14", + "prepared_review_unit_hash": "f0d0702991fc73e450e35c6acffc6f90b2262d08aae3f3d2d07b95fed39086fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20558,7 +20606,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4507, + "serialized_chars": 4508, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20567,18 +20615,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by expert-parallelism, but they target different bugs and should not be merged as duplicates: one fixes EP/ZeRO-3 loading and config serialization, the other fixes expert parameters being overwritten by rank-0 broadcast in EP+FSDP2.", - "confidence": 0.93, + "summary": "Two open PRs both touch transformer model loading and expert-parallel code, but they address different bugs: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate/serialization, the other fixes experts being overwritten during FSDP2 load/broadcast. They are related in subsystem, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses a more concrete runtime correctness bug in the EP loading path, with changes across the actual code paths that overwrite expert parameters.", + "canonical_pr_reason": "PR #45662 is the better representative because it fixes a concrete, self-contained code-path bug in expert loading/wrapping during distributed model materialization, with clear diff signals in core_model_loading, moe, tensor_parallel, and trainer.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone candidate: it fixes a specific expert-overwrite failure mode and has broader, coherent code-path coverage than 45548.", + "best_pr_reason": "PR #45662 is the strongest standalone PR in the cluster: the bug is specific, the failure mode is explicit ('experts silently overwritten by rank-0 broadcast'), and the fix is tightly scoped to the affected distributed-loading path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention EP, but they fix different concrete problems: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate and config handling, while 45662 is about experts being silently overwritten by rank-0 broadcast in EP + FSDP2. They are not the same underlying change." + "reason": "Both involve expert parallelism and model loading, but they fix different failure modes and code paths: #45548 is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while #45662 is about FSDP2/rank-0 broadcast overwriting expert parameters. They would not plausibly merge into one PR." } ] }, @@ -20592,7 +20640,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20608,7 +20656,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "e8aa6ef632066fe7e69cba204e2b10af3e56f847474b4b8948e811b3cca35836", + "prepared_review_unit_hash": "a95c7e43470d5b46c434fc3a08de1ca333db92b8344feeb9518de3e1f71b2890", "component_budget": { "node_count": 2, "item_count": 2, @@ -20630,18 +20678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is the more complete, cluster-representative fix because it also updates CI log collection for the new per-worker files.", - "confidence": 0.93, + "summary": "Both PRs target the same xdist/captured_info logging collision bug (issue 45561); 45645 appears to be the broader, more complete version, while 45639 is a narrower subset.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more complete implementation of the same underlying bug: it makes captured_info output xdist-safe and updates downstream CI handling to aggregate multiple files.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe captured_info fix and also updates the CI/reporting path to read multiple captured_info files, making it the more complete end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster because it covers the core code-path fix plus the necessary CI-side adjustment, whereas 45639 is the narrower code-only slice.", + "best_pr_reason": "PR 45645 best represents the underlying fix: it addresses the same concrete xdist artifact-collision problem as 45639, but also preserves CI debug log collection across multiple worker files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info collision fix; 45645 extends the same code-path change with compatible CI log aggregation, so they could plausibly be merged into one PR." + "reason": "Same underlying bug and same core code path in testing_utils/tests for xdist-safe captured_info handling; 45645 is a broader superset that extends the same fix into CI artifact aggregation." } ] }, @@ -20655,7 +20703,70 @@ { "label": "pull_request", "component_index": 26, - "component_count": 30, + "component_count": 31, + "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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "d1883064239d9ea7e2b5c4d7afa863961eaee3ba99b105b6ab0ce819f8abebdf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one only adds a model-to-AutoModel mapping entry for GLM-ASR, while the other implements RecurrentGemma attention-dispatch support plus related conversion/tests/docs changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the more substantive, self-contained change and clearly targets a concrete code-path improvement for RecurrentGemma.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the best representative of the cluster because it has the broader, well-scoped feature fix and multiple supporting changes tied to one bug/feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Reject: these address different models and different problems. 45670 is just an AutoModel registry addition for GLM-ASR, while 46320 adds RecurrentGemma attn_implementation dispatch with conversion and test updates. 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": 27, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20673,46 +20784,46 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "ac459517ab879e8296a6f755af7cb937a2aa374f3602a511ed324c4a67764004", + "prepared_review_unit_hash": "cb2b2715428f03bcd13b13bbf5b4cf8628ad2b9d7e2bf0e1b314f8d6b18dc49c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10795, + "estimated_input_tokens": 2699, + "estimated_eval_tokens": 5654 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10912, - "estimated_input_tokens": 2728, - "estimated_eval_tokens": 5712 + "serialized_chars": 10795, + "estimated_input_tokens": 2699, + "estimated_eval_tokens": 5654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate linter-rule PRs, not duplicates: one implements TRF003 for generation outputs, one fixes TRF016 for processor boolean flags, and one adds a different TRF018 modeling rule. The shared docs/setup files and overlapping model areas are too broad to treat any pair as the same change.", - "confidence": 0.94, + "summary": "These are three separate linter/chore PRs for different rules and code paths: TRF003 on model forward signatures, rule 16 on video/image pre-processing flags, and TRF018 modeling-rule docs plus implementation. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46023 is the clearest standalone change: it targets a specific linter rule (TRF016), has a focused description, and the touched files align with that rule\u2019s processor-override checks.", + "canonical_pr_reason": "pull_request:46259 is the most representative central change because it introduces a new modeling rule with docs and a broad implementation sweep, making it the clearest standalone linter-rule PR in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 46023 is the best representative of the cluster because it is the most self-contained and concretely described implementation of a single rule, whereas the others are separate rule implementations.", + "best_pr_reason": "pull_request:46259 is the best overall representative PR: it has the broadest scope, explicit rule documentation, and a clear rule-definition focus, whereas the others are narrower fixes to different rules.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying rules and code paths: TRF003 changes model forward behavior for tuple returns, while TRF018 is a separate modeling rule. Shared linter/docs infrastructure and overlapping filenames are not enough to merge them." + "reason": "Different rules and different behaviors: TRF003 changes model forward return_dict handling, while TRF018 is about unused do_* flags in image/video processors. Shared model filenames do not indicate the same underlying change." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter-rule PRs, but they implement different rules (TRF016 vs TRF018) with different target classes and fixes. They are related infrastructure work, not the same bug/change." + "reason": "Different concrete bug/change: 46023 fixes do_convert_rgb consumption in processor preprocessing, while 46259 adds a new modeling rule and updates many model files. Same linter theme, but not the same code-path problem." } ] }, @@ -20725,8 +20836,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 30, + "component_index": 28, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20791,8 +20902,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 30, + "component_index": 29, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20800,63 +20911,85 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46073-3", + "cluster_id": "cluster-46073-4", "nodes": [ "pull_request:46073", "pull_request:46154", - "pull_request:46196" + "pull_request:46196", + "pull_request:46317" ], "soft_pairs": [ "pull_request:46073|pull_request:46154", "pull_request:46073|pull_request:46196", - "pull_request:46154|pull_request:46196" + "pull_request:46073|pull_request:46317", + "pull_request:46154|pull_request:46196", + "pull_request:46154|pull_request:46317", + "pull_request:46196|pull_request:46317" ], - "prepared_review_unit_hash": "b55001d1a33e05900e9b52d10dbb02dcf58fc8408fa8e49c5f353f1ed902272a", + "prepared_review_unit_hash": "561c895a6bdd0aaf9201cd4eacdd0ac8cd5f8f76e0f365c0f04112f49d8faf72", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8081, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11129, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 8081, - "estimated_input_tokens": 2021, - "estimated_eval_tokens": 4298 + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11129, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open PRs all add SDPA dispatch support, but they target different model families and code paths. They are related by theme, not duplicates of the same fix.", - "confidence": 0.95, + "summary": "These are not duplicates: all four PRs add SDPA dispatch support, but each targets a different model family and code path (CTRL, T5, wav2vec2/SeamlessM4T variants, Zamba).", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest representative of the SDPA-dispatch theme, covering multiple model implementations and test updates, so it best represents the cluster even though it is not a duplicate of the others.", + "canonical_pr_reason": "No single PR canonically subsumes the others; they are separate model-specific feature implementations.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the strongest standalone PR in the set because it spans the most models and includes the most complete implementation/test coverage for the same feature area.", + "best_pr_reason": "PR 46154 is the cleanest representative of the cluster: it is narrowly scoped to T5 SDPA dispatch with tests/docs, but it is still distinct from the others.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch support, but one is for CTRL and the other for T5; they touch different model code paths and are not the same concrete bug or mergeable change." + "reason": "Same broad SDPA feature, but different model implementations (CTRL vs T5) and different forward code paths; not mergeable as one duplicate PR." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These are model-specific SDPA enablement PRs for different architectures (CTRL vs wav2vec2/seamless variants); same broad feature goal, but not the same underlying fix." + "reason": "Different model families and attention stacks (CTRL vs wav2vec2/SeamlessM4T variants); these are separate fixes, not one underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46317", + "accept": false, + "reason": "CTRL and Zamba are unrelated model-specific SDPA dispatch additions with different code paths; not the same change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and the speech/multimodal SDPA work in #46196 are separate implementation efforts in different code paths, so they should not be merged as duplicates." + "reason": "Both are SDPA dispatch support, but for different architectures and files; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46317", + "accept": false, + "reason": "T5 and Zamba require different integration points and tests; they are separate model-specific PRs." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46317", + "accept": false, + "reason": "Distinct model families and implementations; similar feature theme does not make them the same underlying code-path fix." } ] }, @@ -20869,8 +21002,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 30, + "component_index": 30, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20886,12 +21019,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "91a6873f4f72ffde6168aef1f96d4074f6deb790013b30abc2255177000a4da1", + "prepared_review_unit_hash": "e84a9c3332f859ce1d4aa705e7e865859c1da2f8ad65fa683ea32ffe894c8d22", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20899,7 +21032,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5570, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -20908,18 +21041,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one is a focused EP/Trainer integration change, while the other is a broad distributed branch base with many unrelated edits. They overlap in a few distributed files, but not the same concrete code-path fix.", - "confidence": 0.89, + "summary": "Two open PRs touch overlapping distributed/tensor-parallel files, but they are not the same change: one is a focused EP + Trainer integration, the other is a broad distributed branch base spanning FSDP, tensor parallel, MoE, CI, and core loading code.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained change centered on EP routing and Trainer integration; PR 46269 is a broad branch-base PR touching many distributed areas and is not a clean canonical duplicate target.", + "canonical_pr_reason": "PR #46126 is the more canonical candidate because it describes a specific feature slice (EP + Trainer integration on top of DistributedConfig) and its changes are concentrated around the relevant tensor-parallel/distributed paths.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 best represents the cluster because it has a clear, narrow purpose and concrete implementation details, whereas PR 46269 is too broad and mixed-purpose to serve as a good representative.", + "best_pr_reason": "PR #46126 is the best PR for this cluster because it is narrower and more directly tied to a concrete code-path change, whereas PR #46269 is a large umbrella branch with many unrelated distributed updates.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: shared distributed filenames are not enough here. 46126 is about EP router masking and trainer integration; 46269 is a large distributed branch-base PR with many additional changes, so they do not appear to be the same underlying bug/change or plausibly merge into one PR." + "reason": "Reject: they overlap in some distributed files, but the scope is different. #46126 is a targeted EP/trainer integration change, while #46269 is a broad distributed branch base with FSDP, CI, MoE, and other unrelated edits; they do not look like the same underlying fix and would not plausibly merge into one PR." } ] }, @@ -20932,8 +21065,8 @@ }, { "label": "pull_request", - "component_index": 30, - "component_count": 30, + "component_index": 31, + "component_count": 31, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20949,7 +21082,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c8db8088063215f3b854ec41f80a0e28754df8c6713d624e3c246501634ae36b", + "prepared_review_unit_hash": "8ef6da9a9290e4e76f6981e315e8403bf9f1caa8eef399e8c449324754729aaf", "component_budget": { "node_count": 2, "item_count": 2, @@ -20971,18 +21104,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share only a broad theme of avoiding direct file-open source inspection, but they target different code paths and fixes. They should not be treated as duplicates or merged as one change.", - "confidence": 0.96, + "summary": "These PRs are thematically similar\u2014both remove file-open-based source inspection\u2014but they target different modules and different code paths, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR here: PR 46152 updates import_utils source/traversable resolution, while PR 46207 changes _can_set_attn_implementation in modeling_utils. They address different behaviors and are not the same fix.", + "canonical_pr_reason": "PR 46207 is the cleaner representative of the cluster: it addresses a specific source-inspection path in modeling_utils and includes tests, while 46152 is a separate import_utils refactor.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative of the cluster as a duplicate target; the overlap is only thematic, not a shared concrete bug or change.", + "best_pr_reason": "46207 is the best standalone PR to keep because it is narrowly scoped, test-backed, and tied to one concrete behavior change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Reject: both avoid file-open-based source reading, but they fix different code paths in different modules with different mechanics. They do not look mergeable into one PR for the same underlying bug." + "reason": "Both replace open()-based source reading, but 46152 changes import_utils traversal logic while 46207 changes _can_set_attn_implementation in modeling_utils; they fix different code paths and do not look mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4319f110e329ba887c7048565488c267266ca955..0caf0b54efc774d323ea1f2de94ff622d939375e 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260601t060039z", + "analysis_id": "hybrid-model-20260601t120028z", "archived_artifacts": { - "hybrid": "snapshots/20260601T060039Z/analysis-runs/hybrid-model-20260601t060039z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260601T060039Z/analysis-runs/hybrid-model-20260601t060039z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-01T06:09:00Z", + "published_at": "2026-06-01T12:07:57Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260601T060039Z", + "snapshot_id": "20260601T120028Z", "variant": "hybrid" } diff --git a/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.json b/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..51bc3c413415c0bdedd40922e4f8d6ffdf952873 --- /dev/null +++ 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"duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "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-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44027-2", + "canonical_pr_number": 44027, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44027-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 13 discussion comments plus 8 inbound references.", + "score": 164.0 + }, + "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/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..1d4bdcf75f30803aaf3d0fa0c94383d6d5597342 --- /dev/null +++ b/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,21130 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260601T120028Z", + "generated_at": "2026-06-01T12:07:56Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 1, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "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:43296", + "issue:43425", + "issue:43541", 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"estimated_eval_tokens": 24168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many items share broad themes like ZeRO-3, device/dtype mismatch, or v5 docs cleanup, but they are not the same bug. The only strong duplicate-like pair is the two BERT + DeepSpeed ZeRO-3 index-out-of-bounds reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only clear duplicate family here: the ZeRO-3 empty-index crash during BERT model loading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative because it captures the narrow duplicate cluster most likely to be one root cause, while the rest of the items are mostly separate regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures and code paths; only both involve Qwen3.5-family inference." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/hardware bug vs. MPS histogram op error; too broad to merge." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific device/dtype problem from AMD GPU support issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device issues, but on different models and execution paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model-specific failures; no shared concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Same model family only at a very high level; distinct runtime failures." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch vs ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different model export/runtime issues; no shared fix path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export vs auto device-map CUDA assert; unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are docs-related but about different topics and fixes." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but different removed references and separate edits." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error vs import error; no common code path." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different shape/indexing issue vs device-mapping mismatch." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume problems; only loosely trainer-related." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but in different subsystems and with different failure shapes." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 init crash vs resume-training/trust-remote-code issue." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask-shape mismatch vs video chat template token/feature mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different IndexError mechanisms; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Both are indexing-related, but in different model paths and likely different root causes." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat template failure vs training resume issue." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bug categories; only superficial transformer/training overlap." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config regression vs training resume problem; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete ZeRO-3 index-out-of-bounds crash during BERT model loading; these look like duplicates." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug vs LoRA merge/save/load inconsistency; different problem." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call vs GPT-OSS TP issue; unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different Qwen/GPT-related failures with no shared code path." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed runtime errors; not the same underlying defect." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing FSDP mismatch vs mask/tensor shape error." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class/module, but different offload/materialization bugs and not clearly one fix." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 loading crash vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing bug vs trainer API incompatibility." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 init crash vs GPT-OSS MoE parallelism issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific errors; no common bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Gemma/Qwen multimodal models, but the concrete failures are different." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different regression classes: missing config attr vs tokenizer patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-map forward mismatch vs expensive reverse embedding lookup; separate issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility vs model runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing issue vs Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different dtype/device bugs on different model families." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error vs Mistral image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "dtype mismatch vs MPS histogram op not implemented; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Trainer embedding unpacking bug vs GPT-OSS MoE parallelism issue." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram failure." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related issues with distinct stack paths." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call vs SFT trainer embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but on different model families and not clearly one fix." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but about different removed features." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal model bugs and different failure points." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Device/dtype mismatch vs MPS histogram op error; unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Trainer bug vs MPS MoE histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different call sites." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch vs custom trainer signature change." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing bug vs import regression." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU support issue vs outdated RAG examples; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Kernel/cross-entropy routing issue vs mask-shape indexing error." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch version incompatibility vs USE_DISTRIBUTED=0 regression; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "vLLM model load failure vs PyTorch distributed build regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different models and not clearly one concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/version regressions; no shared code path." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different deprecated API surfaces." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-map forward mismatch vs video chat template token mismatch." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error vs distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model deployment issue vs table QA crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous, and the only accepted duplicate pair (issue:43596 / issue:43638) is well-supported by the very similar ZeRO-3/BERT index-out-of-bounds reports. No soft-edge verdict appears overstated, and the canonical issue choice is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43716|issue:46294", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43541|issue:44589", + "issue:41093|issue:43596" + ], + "prepared_review_unit_hash": "49a38f881d5c3042fd1d3e4c9b735ee4a1723d9095e8addf5cae970b44c10432", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 42, + "serialized_chars": 39564, + "estimated_input_tokens": 9891, + "estimated_eval_tokens": 20038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate model- or environment-specific regressions. The clearest duplicate-looking pairs are the v5 AutoTokenizer token-ID regression reports and the Qwen video-input/template regression reports.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45920 is the best anchor: it is the broadest open report of the AutoTokenizer wrong-token-IDs regression across multiple model families, with active discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general, high-signal issue in the tokenizer-regression subcluster and is likely the right long-term tracking issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms; both are loading/forward issues, but not the same bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated failures: Liger cross-entropy call vs Qwen video StopIteration." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization bug and RAG docs issue are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different incompatibility classes." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific loading problems; no clear shared code path." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is not the same as the distributed-disabled PyTorch issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the affected models and failure modes differ." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 loading failure and corrupted Ovis2 checkpoint are distinct issues." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index/shape errors, but the symptoms and contexts are different enough that they do not look like one bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table QA crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3 Bert loading error and torch/transformers version incompatibility are different issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table QA crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "No shared underlying bug; one is model loading, the other is config schema handling." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat paths, but the exact failures and code paths are not clearly the same." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model/runtime error versus task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM config issue and Gemma4 device mismatch are different regressions." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and MPS histogram Int error are different failures." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Both are MoE-related, but the ops and failure modes are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure vs compile-time template-node error; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are zero-3-related index errors, but they appear to be separate model-specific failures." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and PretrainedConfig pydantic regression are distinct config issues." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "MoE tracing error and GPT-OSS TP issue do not share the same underlying bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM and tied-weights translation regression are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention index/shape problems, but one is a mask mismatch and the other is an SFT unpacking failure." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming chat failure are different issues." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig field breakage are different regression surfaces." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF model architecture support and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal issues, but the model families and concrete failures differ." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input/template regression: mismatched video features versus video tokens in Qwen3.5/Qwen VL paths." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage type are unrelated runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but there is no clear evidence they are the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical choice of 45920 is well supported by its broader title and inbound references, and the accepted duplicate pairings (45812\u219445920, 44479\u219446294) look reasonable. The other soft-edge rejections are cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387" + ], + "prepared_review_unit_hash": "027cc0ce9caf5e6e210365c3aea95e7c2ce8ec45a1aa04c5b4b58c7a011a738c", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37144, + "estimated_input_tokens": 9286, + "estimated_eval_tokens": 18828 + }, + "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 clear duplicate subcluster is the v5 non-persistent-buffer regression around issues 43644, 43950, and 44534; the rest do not look like the same underlying bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "43950 is the best anchor for the only clearly duplicated bug cluster: it directly describes the v5 non-persistent-buffer corruption/regression and is the most general formulation among the matching reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the strongest overall issue representative because it is the clearest, broadest statement of the only evident duplicate-worthy problem in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 output quality, but one is a text-embedding regression complaint and the other is a nonsensical AutoModel/pipeline result; not enough evidence of the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: multimodal config unwrapping vs rotary-embedding materialization/uninitialized memory." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated: TensorBoard/TensorFlow backend detection vs a torch/transformers version incompatibility report." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failures: Mistral-3 image dtype mismatch vs Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and Qwen3.5/TRl embedding unpacking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-directory cache collision and the other is wrong module selection after save/load; not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "One is a Jupyter/custom-model initialization regression; the other is flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different model families and different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different model reports with no shared failure mechanism." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight issues." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 quantization failure vs flash-attn2 fallback gating are separate problems." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a removed docs command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs mentioning the removed run command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime issues with no shared code-path evidence." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime failures." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers are mishandled/corrupted during loading/initialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as a broader text-embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers 5.x." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different model-specific dtype/NaN issues with no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API keyword mismatch and DeepSpeed ZeRO-3 loading error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both mention buffer initialization, but one is a global from_pretrained regression and the other is a specific Qwen3_5Moe rotary-buffer materialization bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage errors." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and loading noise are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other lower text embeddings; not enough evidence they share the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Tokenizer error messaging and missing tied-weights metadata are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Qwen3_5Moe buffer materialization." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen3.5, but one is flash-attn sequence handling and the other is CPU-offload compatibility in rotary embedding; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. The only clearly supported duplicate cluster is the Transformers v5 non-persistent-buffer regression around 43644, 43950, and 44534, and the accepted/rejected soft pairs are mostly well-justified by the issue titles and descriptions. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45923", + "issue:46315" + ], + "soft_pairs": [ + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:45715|issue:46315", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43257|issue:43866", + "issue:42915|issue:43872", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "89e586966030bfcd234d6dfb28cc11c1bab8192d873ef52190fc164d8ab3ee1e", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37243, + "estimated_input_tokens": 9311, + "estimated_eval_tokens": 18878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a mix of unrelated model-loading, tokenizer, and training regressions. Only one soft pair looks like a true duplicate: the `_is_hf_initialized` / `init_empty_weights` TypeError reports.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44291 is the best canonical issue because it states the concrete regression (`init_empty_weights` / unexpected `_is_hf_initialized` argument) and cleanly subsumes the near-identical TypeError report in 43872.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the strongest representative issue in this set: it is specific, actionable, and captures the shared root cause more clearly than the symptom-focused duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure; same broad area, not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; no shared concrete code path is evident." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs an import error in import_utils; unrelated defects." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but the titles describe different symptoms without enough evidence of one exact shared bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but one is gradient checkpointing behavior and the other is MoE training memory usage; not the same issue." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading related, but one is a generic warning/noise report and the other is a specific model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss and broader remote_code breakage are related, but not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models, different loading paths, different errors." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS int histogram failure and device_map forward mismatch are separate hardware/runtime bugs." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tied-embeddings warning are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a missing class and a bitsandbytes constructor incompatibility are different issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and a Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Model-registration logic failure and remote_code loading breakage are distinct bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they hit different APIs and likely different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Dtype mismatch under autocast is not the same as a device placement mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failure classes." + }, + { + "left": "issue:44220", + "right": "issue:43792", + "accept": false, + "reason": "The Whisper failure may be related, but the titles do not establish the same concrete `_torch_extract_fbank_features()` bug with enough certainty." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` / `init_empty_weights` TypeError regression, with 44291 spelling out the root cause more clearly." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-conversion loading issue vs a corrupted Ovis2 checkpoint; different problems." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "FineGrainedFP8Config failure and the bitsandbytes `_is_hf_initialized` incompatibility are separate bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing effectiveness and a missing `supports_gradient_checkpointing` flag are not the same issue." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 loading problems, but they involve different models and distinct missing-weight symptoms." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwarg vs tensor mask shape mismatch; unrelated errors." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion/loading under accelerate+deepspeed is not the same as gradient averaging with GAS." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The single accepted duplicate pair (`issue:43872` / `issue:44291`) is well supported by the titles, and the other rejects do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44991", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "50bdc192655993179fdbf4f220d0d178e994727b8e543cfd82b66d28c1840a3e", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37723, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports; only a couple of soft pairs look like true duplicates. The clearest duplicate is the Transformers 5.0 custom model initialization regression, and there is also a likely duplicate around the same generic mask-shape IndexError and a probable SigLIP2 output regression pair.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative statement of the clearest duplicate pair (43645/43646) and reads like the main regression; the notebook-specific version is a narrower variant.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single issue to anchor the cluster because it states the underlying regression more generally than the notebook-specific report and is the cleanest duplicate-style representative among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they concern different architectures and failure modes; not the same concrete bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Completely different code paths: Qwen3.5 RLHF/position_ids vs Flash Attention sink handling." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and different symptoms." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same generic mask-shape IndexError with the same off-by-one style mismatch; very likely the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video-related regressions, but the reported failures are different and not enough to treat as one bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs checkpoint loading failure; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading failures with no shared concrete code path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed and void segmentation map processing are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-related internals, but one is a rope-index scaling bug and the other is uninitialized-memory materialization; different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support is unrelated to Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family (Gemma4), but training/FSDP2 KeyError and device-map forward mismatch are different failures." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF issues with no shared concrete change or code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "A from_pretrained buffer regression is unrelated to long OCR input indexing." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different failures: torch.compile SDPA vs Flash Attention position_ids crash." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Clear duplicate pair: both report Transformers 5.0 breaking custom model initialization; 43645 is just the notebook-specific framing." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video input StopIteration and MPS histogram on Int are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and Float8 storage lookup are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs meta-device loading regression." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5/video-ish workflows, but one is a video embedding StopIteration and the other is an SFT unpacking failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing class and meta-device loading are different problems." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping logic and Gemma4 device-mismatch forward failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and OCR long-input index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model with incorrect/wrong outputs; likely the same regression in model/processor handling." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes and code paths; video-input StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config loading and glm4v config validation are different config regressions." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed zero3/Bert index error and tokenizer-mapping add-new-model-like failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both involve initialization/loading, but the concrete failures are different and not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping logic vs mask-shape IndexError; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload loading failure and Strix Halo mmap OOM are different resource-loading issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both involve SigLIP2, but one is a wrong-output regression and the other is a documentation example with model/processor mismatch and quantization failure; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The anchor choice is grounded in the packet, and the duplicate/near-duplicate calls are conservative overall. The 43645/43646 pair is clearly the strongest match, and the 41093/44805 and 38175/43994 calls are reasonably cautious given the shared error/model wording. I don\u2019t see an overstatement that would warrant rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:39692|issue:43994", + "issue:45488|issue:45812", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44488|issue:44991", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "aa4b0e9d112cc083e61c6254ed7e5762155bd95ad979e4ae50c92124658384d8", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37349, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a heterogeneous collection of unrelated Transformers issues, with one clear duplicate pair around the v5 non-persistent buffer regression. Most other soft edges are only loosely similar by subsystem or model family, not the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43644 is the strongest canonical representative because it has the clearest near-verbatim duplicate in issue:44534 and directly names the underlying Transformers v5 buffer initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue candidate overall because it is the most clearly supported by a duplicate-style twin and describes the bug in the broadest, most reusable way.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: qwen3_moe LoRA incompatibility across HF versions vs BitNet packed-weight handling during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different code paths: device-mapping cuda assert on Qwen3 vs FineGrainedFP8Config failure on Qwen3Moe." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: DeepSpeed ZeRO-3 loading of language_model weights vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures for different BERT models, but the titles do not indicate the same underlying cause." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated issues: qwen3_moe LoRA on hf4.x vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and optimizer argument usage are separate problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical regression about non-persistent buffers being filled with junk in Transformers v5." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: Qwen3Moe FP8 config vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs/example mismatch and quantization failure while the other is bad inference output." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and distinct loading errors: GLM-4.7-Flash unit-test loading vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different 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": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is quantization offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and distinct failures: qwen3_moe LoRA portability vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but the causes differ: MoE training inefficiency vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related Transformer 5 regressions, but one is buffer initialization and the other is custom-model initialization in Jupyter." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: qwen3_moe LoRA compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the concrete failure modes differ: illegal memory access from packed-sequence handling vs AttributeError on s_aux=None." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading bugs affecting different models." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different mechanics: extra_state save/load handling vs init_empty_weights argument compatibility." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Separate crashes in different serving/chat paths and different model classes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but the affected model structures differ and the titles do not show the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head weight-tying issues, but they affect different architectures and are not clearly the same code-path bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Completely different problems: import failure for GenerationMixin vs Whisper pipeline return_language regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different issues and model families; only superficial similarity in being model-related." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated regressions: LoRA gradient checkpointing behavior vs apex RMSNorm memory leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version compatibility issue vs meta-device loading regression; different root causes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Token-vocab mismatch in one model vs inability to load a different model." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs in different model families: FSDP2 shared_kv_states rebuild vs composite-config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues: Gemma-4 FSDP2 KeyError vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge is well supported by the near-identical 43644/44534 titles, and the rejected pairs are generally justified by distinct model families or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315" + ], + "soft_pairs": [ + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45812|issue:46315", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43906|issue:44530" + ], + "prepared_review_unit_hash": "7d05dadc71879b93fe367ecddce9083489bbef16491ae3308a506628ecf41ea2", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36690, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with one clear duplicate family around `resize_token_embeddings` not updating model outputs/embeddings. Most other pairs are adjacent but distinct regressions in different models or subsystems.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:45292` is the broadest, cleanest statement of the shared bug: `resize_token_embeddings` fails to update output embeddings. The Gemma4 and t5gemma reports are narrower model-specific manifestations of the same API regression.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` best represents the duplicate set because it captures the underlying resize-token-embeddings regression without model-specific noise, and the other accepted issues read like variants of the same failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: batched inference token/embedding leak vs Gemma4 device mismatch. No shared code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo OOM/mmap are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantized models, but the models and failure modes differ; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading issue and sinq save/load regression are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config bug and Gemma4 FSDP2 attention state bug are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is int4 reserved-memory growth and the other is mmap on Strix Halo; not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode usage restriction." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings` regression: both report embeddings/output heads not being updated, with 45276 being a Gemma4-specific variant." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: GLM-4.7 model loading vs Qwen3.5 checkpoint save format." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated gradient-checkpointing restriction vs RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to the Strix Halo mmap/OOM report." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model serialization, but one is file-permission propagation and the other is wrong module loading; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map assert and AudioFlamingo3 batching corruption are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression in Qwen VL models and Granite speech config strictness are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared state rebuild are different failures." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression and Trainer `max_steps` resume logic are different subsystems." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer wrong-ID regression vs tokenizer performance slowdown; not the same bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: 45292 covers output embeddings generally, while 45335 is the t5gemma-specific decoder embedding manifestation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model initialization and extra_state save/load are distinct problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a generic model load failure are not clearly the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading are different failure modes." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and not the same concrete bug as the autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap/OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load-path failures; not the same underlying issue." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenizer-version behavior change are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom models in Transformers 5.0, but one is `base_model_prefix` loading and the other is notebook initialization; not enough evidence of the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility report and Mistral-3 image-preprocessor dtype mismatch are separate issues." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and Qwen3.5 PagedAttentionCache group-type crash are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly supported duplicate family is the `resize_token_embeddings` set around `issue:45292`, `issue:45276`, and `issue:45335`, and the canonical choice of `issue:45292` is reasonable. The other pair judgments are cautious and consistent with the issue titles. No mergeability problem applies here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44811", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:39404|issue:44671", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:44811|issue:45584", + "issue:42915|issue:44530", + "issue:43541|issue:45084" + ], + "prepared_review_unit_hash": "5b4c15c43bc24cea938fb767f64c5dc66dcc24510be20c0d328c0e8e223a56b8", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37062, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: mostly unrelated bug reports spanning Whisper, Qwen, tokenizer loading, torch/v5 regressions, docs, and model-specific failures. No soft pairs look like the same underlying defect/change, so none are accepted.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43611 is the most broadly representative issue in the cluster: a clear, actionable Transformers v5 model-loading regression affecting any model using `base_model_prefix`. The other issues are either narrower, model-specific, documentation-only, or unrelated runtime failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor the cluster because it describes a general loading breakage with wide user impact and is more central than the highly specific model/tokenizer edge cases elsewhere in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failures: `torch_compilable_check` export handling vs Perceiver resolution/interpolation mismatch. Not the same bug path." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback for gpt-oss-20b." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a generic mask-shape IndexError are different code paths and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline APIs and different outdated text; not one underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "One is a missing Float8 storage type error, the other a compilation/template-node error; distinct runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Qwen3.5 embedding unpacking failure in TRL SFT." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "`extra_state` save/load handling differs from `from_config` text_config unwrapping; different API surfaces and bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to `gguf_file` breaking model/tokenizer loading." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL family loading, but one is a v5 regression claim and the other is a specific weight-shape mismatch; too different to merge." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3 init index error is unrelated to compiled flex_attention failures on torch>=2.9." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 bad outputs are not the same as `ModelOutput` key assignment when values were previously `None`." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM avoidance are separate memory-related problems with different causes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer-loading failure for est-roberta are different model/tokenizer bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both hit tokenizer loading, but one is a generic v5 tokenizer load failure and the other is a Mistral-specific regex patch crash." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT MLM predictions are unrelated model families and failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU device placement bug in XLNet is unrelated to Qwen3.5 MoE CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Save/load `extra_state` handling and Qwen video-input regression do not share the same underlying code path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "`cjvt/sleng-bert` loading failure is not the same issue as the Mistral regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are distinct internal issues." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model-loading via `base_model_prefix` and the other is non-persistent buffer initialization; different defects." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name guard failure is unrelated to torch.compile/flex_attention compilation failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset is not the same as runtime post-processor updates for special tokens." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline language regression are unrelated subsystems." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is not the same as a template-node compilation TypeError." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions for different repositories; no shared underlying bug is evident." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` missing fields and PagedAttentionCache linear_attention crash are unrelated config vs cache issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token-count tracking bug and Qwen2.5-VL iterable dataset multi-image failure are different training path issues." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict for T5 is unrelated to Qwen3 MoE fine-grained FP8 config failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode special-token handling and empty transcription generation after align_special_tokens are related by model family only, not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3 MoE FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different model/runtime issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure is unrelated to the template-node compilation error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178", + "issue:46315" + ], + "soft_pairs": [ + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:44062|issue:44987" + ], + "prepared_review_unit_hash": "25cd8a6f2c5dce668b2db42906332aa945ac05cbc0981a746d2b9581c7019f1a", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38265, + "estimated_input_tokens": 9567, + "estimated_eval_tokens": 19390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct Transformers v5 regressions. The clearest duplicate-like pairs remain GGUF loading and Qwen3.5 save_pretrained; the EMBEDDIA/physical-intelligence loading issues are similar in theme but not conservatively the same bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 44991 is still the best single anchor because it is a concrete, user-facing v5 tokenizer-loading regression and representative of the cluster\u2019s broad load-failure theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44991 is the strongest standalone issue for the cluster because it captures a clear, actionable tokenizer-load regression without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they involve different models and no evidence of the same root cause." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related to v5 init behavior, but the specific failure modes are different and do not clearly share one fix." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a processor argument crash and the other is a feature-extraction helper issue." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is a different bug from a cache-length type contract issue." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both point to the same GGUF loading path breaking in v5, with 43482 looking like a model-specific manifestation of the same regression." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device_map offload failure is unrelated to GGUF loading." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "A missing tied-weights attribute and a model-specific loading failure are different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different failure types." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated regressions." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different errors in different components; no shared concrete bug path." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "One is about missing tensorflow in install extras, the other about an undefined tensorflow_text backend." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default and MIMI batching mismatch are separate issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but the titles show different models and different failure descriptions; the packet does not establish the same underlying tokenizer bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are init-related v5 regressions, but the failure modes differ and do not clearly share one fix." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as a cache-length type contract bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights/lm_head, but one is a model implementation bug and the other is save_pretrained serialization behavior." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segfault and Qwen3OmniMoe video-input validation are unrelated multimodal failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Wrong outputs from a vision model and a processor resizing mismatch are different problems." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Load-time noise and a Mistral regex crash are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "They are both loading failures, but the evidence does not show a shared underlying cause." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure and template compilation failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are output mismatches, but one is due to padding masks and the other to missing STE." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model notebook init and junk-filled non-persistent buffers are distinct v5 regressions." + }, + { + "left": "issue:44265", + "right": "issue:44683", + "accept": false, + "reason": "torch.export and compiled flex_attention failures are different code paths and different fixes." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading regression and slow convert_tokens_to_ids performance are separate tokenizer issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression producing incorrect checkpoints/visual encoder keys." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure and unexpected _is_hf_initialized argument are separate regression classes." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and Float8 storage deserialization failure are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is a missing tie in a model class and the other is LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor argument conflict is unrelated to the EMBEDDIA tokenizer-loading regression." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but at least one soft-edge acceptance is too aggressive for the evidence in the packet. In particular, issue:44987 vs issue:44991 are both loading regressions, but the titles only show different models and different failure descriptions; the packet does not conservatively establish the same underlying tokenizer bug. Because the analyst accepted that pair, the cluster verdict is not conservative enough. The GGUF and Qwen3.5 save_pretrained pairings are more defensible, but this one overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:43296|issue:43531", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44683|issue:45020", + "issue:44462|issue:45812", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43818|issue:45357", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072" + ], + "prepared_review_unit_hash": "a91fa1d5ba980f6b3ebc2fbcfba86bf6a593c67a6f1bf4b7749ee69571126934", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36600, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of loosely related Transformers regressions (tokenizer/model loading, v5 compatibility, Qwen/VL variants, attention/training edge cases). The soft matches are lexical/theme similarities rather than the same underlying bug.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45020 is the broadest umbrella complaint in the set and best fits the cluster\u2019s general theme of recent-version loading regressions, even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable representative because it captures the widest user-facing regression pattern among the issues here; the rest are mostly narrower or unrelated variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different defects." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to Granite speech config loading/strict config validation." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failure modes: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer class-name conflict is unrelated to Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen VL/video, but one is a video input regression and the other is temporal position_id scaling; not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility is a separate compatibility issue from noisy transformer loading messages." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL fine-tuning problems, but multi-GPU training and multi-image iterable-dataset failure are distinct issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage object are different error paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh for special tokens is not the same as add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise and specific tokenizer-loading failure for est-roberta are not the same defect." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag handling and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-version breakage is separate from remote_code model-loading breakage." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong token IDs for Granite models are both tokenizer issues but different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to single-label classification with num_labels=1 zero loss." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images iterable-dataset finetuning and still-image temporal position scaling are distinct Qwen2.5-VL bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are separate initialization/storage issues." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is different from Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in torch extra and tensorboard-without-TF backend error are related packaging area, but not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch and Gemma3 NaN embeddings from sliding-window/all-padding windows are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are different regression classes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure on torch_compilable_check and dtype mismatch in bfloat16 inference are separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:43611|issue:43646", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:43454|issue:44466", + "issue:44079|issue:44534", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:35707|issue:40444", + "issue:43761|issue:44079", + "issue:44479|issue:45823", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:43296|issue:45800", + "issue:43701|issue:45325", + "issue:44568|issue:45920", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:46305|issue:46315", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:43377|issue:44610", + "issue:43454|issue:45072" + ], + "prepared_review_unit_hash": "1f6a7df3ba618392caa71c40f63842b8f5d3f30ec3770e06d363ae496c816824", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct regressions or docs/model-specific bugs, not true duplicates. I did not find any soft pair that looks like the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated failure modes (model loading/init, multimodal preprocessing, tokenizer behavior, device-map, and docs issues).", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, issue:43611 is the broadest v5 loading/init regression in the set, but it is still not a good duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but they describe different code paths and symptoms (base_model_prefix loading vs custom model initialization)." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: `_is_hf_initialized` flag handling vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is SigLIP2 output quality and the other is Perceiver resolution handling; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated: missing TensorFlow backend in installation vs PaddleOCR-VL model load failure in vLLM." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both involve multimodal position/index logic, but they target different models and different failure modes." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are distinct issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model-specific untied-weight generation bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different internal regressions: ModelOutput key assignment vs non-persistent buffer initialization." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and different failures: FP8 config crash vs GGUF loading in v5." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "One is finetuning with multiple images per prompt; the other is video vision-position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one bug is still-image temporal scaling and the other is video position-id computation." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "These are separate v5 regressions with different code paths: buffer junk filling vs ModelOutput key handling." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Different issues: CLIPVision hidden_states omission vs ModelOutput key bookkeeping." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are forward-pass regressions, but one is Qwen video input handling and the other is Gemma4 device-map mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the contexts are different (int4 quantization memory growth vs Sam3Video workload size)." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Device-mismatch under CPU offload is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both involve loading/configuration in v5, but one is an init_empty_weights argument error and the other is strict config validation for granite_speech." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different failures: PaddleOCR-VL model loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion regression and AutoTokenizer wrong token IDs are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch offload bug and DAC from_latents forward mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but one is a CUDA assert during auto-mapping and the other is a forward device mismatch in Gemma4 PLE." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/crash issues are not the same as export-time torch_compilable_check failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weight handling and Bamba torch.compile SDPA failure are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Different regressions: sliding-window mask off-by-one vs tokenizer speed slowdown." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc example errors for SigLIP2 are unrelated to Qwen2.5-VL finetuning failures." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different models and likely different breakpoints." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug in MIMI encoder and OmDet-Turbo processor/model size mismatch are not the same issue." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different regression classes: tied-weight generation bug vs dtype mismatch in inference." + } + ] + }, + "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": 18, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46291", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:43257|issue:45923", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44991", + "issue:43577|issue:43708", + "issue:44008|issue:45823", + "issue:43404|issue:45357", + "issue:43450|issue:45701", + "issue:44186|issue:45072", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44423|issue:45406", + "issue:36331|issue:42617", + "issue:42175|issue:46291", + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44610|issue:44898" + ], + "prepared_review_unit_hash": "2029289e1886fc47f77d098db7050cb38076f8c3223590eeb35b5c344df1feed", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated bug reports; there is no strong duplicate cluster. The closest theme is offloading/quantization/loading behavior, but the paired items still describe different concrete failures and should not be merged.", + "confidence": 0.91, + "canonical_issue_reason": "43873 is the broadest representative issue in the set, centered on offloading/quantization behavior and closest to the few related candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best umbrella representative for triage because it is open, broad, and nearest to the recurring device/offload/quantization theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failures: perplexity evaluation vs Whisper empty-transcription generation." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated root causes: MoE weight conversion/loading vs missing gradient-checkpointing flag." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized model loading on CPU/GPU offload while the other is a broader quantization/offloading complaint." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm config pad_token_idx regression is unrelated to Qwen multimodal text_config unwrapping." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and gradient-checkpointing behavior are different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are shape/batching-related, but they affect different models and different preprocessing paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenizer version-dependent tokenization changes." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied lm_head weights and unpacking packed weights are different model-loading issues." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "RoPE index scaling bug is unrelated to tokenizer conversion performance." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen versions and different failure modes: CUDA assert during auto device mapping vs flash-attention generation issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/serialization, but one is tied-weight serialization and the other is incorrect visual encoder keys." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and kernels import/version-revision failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights metadata." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel script execution failure and Qwen3Moe FP8 loading failure are different code paths." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen auto device-mapping CUDA asserts." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different failure domains: GLM model loading vs tokenizer loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in Blip2 loading is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-family multimodal issues, but one is a variable-name collision in forward and the other is a device mismatch in PLE forward." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to Qwen3.5 visual encoder save keys." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and bf16 dtype mismatches are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to est-roberta tokenizer loading." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to accelerate loading of packed BitNet weights." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature incompatibility is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both crash in serve with multimodal processors, but the concrete failures and code paths differ." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer loss-signature API mismatch is unrelated to the 3d_parallel script failure." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Backend installation omission and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload concerns, but Strix Halo mmap OOM is a platform-specific OOM issue, not the same quantization offloading bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory growth under int4 quantization is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision preprocessing bugs: OmDet-Turbo output size mismatch vs Perceiver non-default resolution interpolation 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": 18, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43322|issue:46050", + "issue:45632|issue:45684", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43316|issue:44913", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:43421|issue:45701", + "issue:44530|issue:46291", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509" + ], + "prepared_review_unit_hash": "4eb16ac09f90c101275c24ce9cca3f2d3be9a001d582cd98fe67386038111736", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of mostly unrelated Transformers issues. The only common thread is broad tokenization/model-loading regressions, but none of the soft pairs look like the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45812 is the strongest cluster representative: it describes a concrete, broad tokenizer regression affecting all Granite models and is more actionable than the more generic or model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best single issue to anchor the cluster because it is specific, regression-oriented, and spans a wider surface than most others in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "CPU RAM-efficient loading breakage is a different failure mode from non-persistent buffer corruption; they affect different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "One is a torch.compile SDPA issue on Bamba, the other is a CPU offload device mismatch on Bark; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding, while OmDet-Turbo has an image-size mismatch; unrelated symptoms and components." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load is not the same as sinq quantization save/load corruption." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collisions and read-only permission propagation are distinct filesystem issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model CPU/GPU offload loading are different quantization/loading problems." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as a general claim that version changes tokenization." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 and a Llava Next load segfault are separate model-loading failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on GPT-OSS is a model quality/regression report, not the same as a tokenization version discrepancy." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping failure and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device-map cuda errors and TP-only GPT-OSS MoE failures are different parallelism issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import breakage is unrelated to the 3d_parallel.py execution problem." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels import requirements are different dependency issues." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crashing during tokenizer load is a different tokenizer path than the Granite token-ID regression." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to evaluate/kernels import version constraints." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload behavior are different config serialization issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLm pad_token_idx regression are unrelated model/config bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent state resets do not share the same code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing errors in Qwen3OmniMoe are not the same as weight_only loading failures in Qwen3VL." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite wrong token IDs are both tokenizer-related, but they are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crashes and MLukeTokenizer AttributeError are separate tokenizer implementations and failures." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated image-processing/model-loading issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is broader and different from the T5Tokenizer add_special_tokens name conflict." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer crashes transformers serve, while the Qwen3.5 streaming issue is a separate serving/runtime problem." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to BigBirdTokenizer mask token registration and decode behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weights unpacking during accelerate loading are different loading/quantization issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Special-token post-processor update bug is not the same as a broad tokenization-version complaint." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is unrelated to the kernels version/revision import error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segfault are different model-specific problems." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer special-token decode issues." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoModelForCausalLM config unwrapping are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipeline tasks are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43873|issue:45704", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:43421|issue:43927", + "issue:33666|issue:35707", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43421|issue:44186", + "issue:43381|issue:45704", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:43540|issue:46294", + "issue:39692|issue:43873" + ], + "prepared_review_unit_hash": "6c71dab0bba49a38a5841e3a158114bb99eb18667c386446b0e37541a3cbdfd6", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one strong duplicate pair stands out: the two Qwen2_5_VLProcessor.apply_chat_template padding=False issues. The rest are mostly unrelated bugs across different models/subsystems and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44545 is the cleanest representative of the exact Qwen2_5_VLProcessor batched-input/padding=False crash and has slightly more linkage, making it the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best overall issue in this cluster because it most precisely describes the shared bug in the only true duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different failures in different trainer paths: token counting state vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms: distributed metric gathering label handling vs SAM3 text/box behavior." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading mismatch is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path slash import warning is unrelated to a multimodal token-counting video-branch bug." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatch." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping is unrelated to Qwen3_5MoE rotary embedding CPU offload." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading a specific model fails for different tokenizer/config reasons; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink handling bug is unrelated to Qwen 3.5/3.6 multimodal config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Config warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to loading a specific pretrained model." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Tokenizer/model loading regression is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 docs errors are unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak is unrelated to missing supports_gradient_checkpointing on a trust_remote_code model." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Tokenizer post-processor update bug is unrelated to BigBirdTokenizer mask-token registration/empty decode issue." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to Nemotron-3-Nano-Omni gradient-checkpointing flag omission." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline cache tokenizer loading failure is unrelated to mistral regex patch calling model_info unconditionally." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 SFT unpacking issue is unrelated to trainer.evaluate failing after trainer.train." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5MoE CPU offload incompatibility." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer backend post-processor update bug is unrelated to LayoutLMv2 NER/batched padding crashes." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5 RMSNorm memory leak." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex crash on tokenizer loading is related to tokenizer patching but not the same as the Kimi-K2.5 codec/regression report." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3.5-9B video token mismatch are different video-processing failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc example issues are unrelated to quantization/offloading behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate pair is issue:44514 / issue:44545, and the rest of the soft-edge rejections are consistent with the issue titles and descriptions. Canonical/best-issue selection is also supported by the slightly higher linkage on issue:44545." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:45356|issue:45907", + "issue:43994|issue:44671", + "issue:43746|issue:46050", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:44077|issue:44625", + "issue:43596|issue:44220", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "60e1449be85798848ae9b983ef463237b7af30b778dbd919d2b741d7984466a2", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37453, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: the soft-similarity pairs span different models, APIs, and failure modes, so there are no strong duplicate merges here. I would keep the cluster anchored on one concrete, well-documented bug report rather than merging across these pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46032 is the strongest representative in this set: it has a clear, concrete code-path failure, active discussion, and inbound references, making it the best anchor for the cluster. The other issues are largely orthogonal or model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46032 is the most actionable and clearly reproduced bug here, with the strongest signal that it represents a real underlying defect worth deduplicating against if a matching report appears.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels/classification, but one is a config propagation bug and the other is a loss-function regression across sequence-classification models; different underlying defects." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different models and different failure modes: a Qwen3VL load/error path versus a video-input vision_position_ids bug in Qwen2.5-VL." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Completely unrelated topics: tokenizer regression for Kimi-K2.5 versus hub API forwarding of revision in list_repo_files." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are wrong-output reports, but they concern different models and likely different root causes; too broad to treat as the same bug." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save related, but one is PEFT adapter loading and the other is quantized model persistence; different code paths and symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failures: packed-weight loading versus DAC latent conversion / missing STE behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "No meaningful overlap: image processor segmentation-map handling versus a GenerationMixin import error." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "One is about patchtsmixer post_init policy, the other about num_labels propagation; unrelated implementation bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems entirely: DeepSpeed/BertModel initialization versus audio feature extraction." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug versus BitNet packed-weight unpacking; not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different models and components: Qwen3Moe FP8 configuration versus GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but one is a Qwen3OmniMoe video-processing ValueError and the other is a Gemma3n variable-name collision; not duplicates." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like / TOKENIZER_MAPPING_NAMES logic are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "One is a CLIPOutput field omission, the other is RTDetrV2 behavioral drift in v5; different bug classes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/compile problems in different models and execution paths; too broad to merge." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT adapters is distinct from offloading/quantization behavior." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and long OCR index error are different model-specific failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA failure versus DAC.from_latents mismatch; unrelated code paths." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/error-message logic, the other is a zero-loss regression; not the same defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation and Mamba2 cache correctness are unrelated training/runtime bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation versus Perceiver image-classification resolution handling; different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer retention are separate architecture/config issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different failures: dtype mismatch between image preprocessor/model versus an audio_mel_mask attribute collision." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword conflict is unrelated to loading a specific tokenizer/model checkpoint." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/forward mismatch are different domains and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code AutoConfig field loss are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but the failures are different: unconditional model_info offline breakage versus backend_tokenizer AttributeError when fix_mistral_regex=True." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "One is missing fields with trust_remote_code; the other is strict config blocking granite_speech loading. Similar area, different bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizers post-processor refresh and Whisper batch_decode skip_special_tokens handling are different tokenizer/processor issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video/multimodal bugs with distinct symptoms and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:42175", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44448|issue:44671", + "issue:30064|issue:36331", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44821|issue:45084", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:44485|issue:44509", + "issue:45987|issue:46192", + "issue:44561|issue:45020", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43582|issue:44857", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:42175|issue:45081", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "043c74d4b979f660fe2ed2c46ac891204510c233e12c5691e3d08f7505008e9a", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose set of regression reports sharing broad themes like tokenization, v5 behavior changes, and model-loading issues, but they do not form a strong duplicate cluster. I found no soft edge that clearly meets the bar for the same concrete bug/change.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45701 is the broadest and most central report here, with the highest inbound reference count and a title that can serve as an umbrella for tokenizer-version regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue in this set because it is broad, well-referenced, and closest to the recurring tokenizer/version-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are version-related output regressions, but they affect different models and different code paths; too broad to be the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing and trainer compute_loss signature errors are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models, different failure modes, and different subsystems; no shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "One is a dtype-loading issue in BLIP2, the other is a missing temporal-attention/weight-sharing problem in Video-LLaVA." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Doc-example errors for SigLIP2 and long-input OCR index errors in Kosmos2.5 are not the same underlying problem." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and an MPS histogram dtype error in moe are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention runtime mismatches, but they involve different models and different failure causes; not mergeable into one fix." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different regression types; only loosely similar because both are input-processing bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue around removed translation tasks, the other is a model output regression; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading/usage issues, but they concern different tokenizers and different failure modes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion and docs still mentioning removed pipeline tasks do not share a concrete code-path bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type and text_kwargs/return_tensors handling are separate API bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both relate to remote_code breakage in v5, but 45020 is a broad umbrella and 44561 is a specific missing-function regression; not clearly the same defect." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a specific added-token spacing bug and the other is a broad slow/fast inconsistency report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype mismatch and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failing after training are different issues." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and dtype mismatch in inference are separate bugs." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is about gguf_file handling in from_pretrained and the other is tokenizer loading for a specific model under v5." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch pipeline v5 removals, but one is an error message and the other is stale docs; they would not plausibly merge into one PR." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP float16 crash are unrelated hardware/runtime issues." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are different model-specific regressions." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "A Mistral tokenizer regex patch crash and a Gemma4Processor _tokenizer attribute error are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue and an FP8/B200 inference problem are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation packaging and Mistral tokenizer regex handling are different areas entirely." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM output drift and a general tokenization-change report are too different in scope and mechanism." + } + ] + }, + "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": 18, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:43643|issue:45759" + ], + "prepared_review_unit_hash": "515588f8868a93dd25def96dd2acdb501da8f8e76a40d1add9fe9fae24d78bcb", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37019, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated bugs; none of the proposed soft pairs looks like the same concrete underlying issue, so all soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 45020 is the broadest and most representative loading-regression report in the set, but the cluster is too mixed to treat any pair as a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best cluster anchor because it is the most general current regression report; the others are narrow, model-specific edge cases rather than duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate handling and the other is a DAC latent/STE correctness bug; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both involve modeling internals, but one is unsafe sys.modules access and the other is CLIP text-model structure changes; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are separate vision-model issues with no shared concrete failure mode." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization loading behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they concern different models and different underlying warnings, so they are not duplicates." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague placeholder issue is unrelated to an isolated reproduction of another bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM loading KeyError is not the same concrete issue as the broader remote_code regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "These are unrelated: template-node compilation versus tokenizer max length defaults." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "One is a missing video-token-count implementation path; the other is stale auto-mapping config references." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch decoding are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM-efficient loading are both loading-related, but not the same bug or fix." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL image processor torchvision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained-Bert index errors and train-then-evaluate failure are different trainer/runtime problems." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failures are unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are distinct model bugs." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "These are different model-specific generation/loading regressions, not one shared code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to git-oss MXFP4 quantization loading." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities and OmDet-Turbo resolution mismatch are separate vision-model issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage is not the same as the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they target different components and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying garbage-generation and Blip2 dtype handling are different model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and compute_loss keyword-argument incompatibility are separate API breakages." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling rate and Whisper batch_decode skip_special_tokens are different processor behaviors." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and init_empty_weights _is_hf_initialized are related to low-memory loading, but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency requirements." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed and multimodal token counting video-path bugs are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but one is missing fields from trust_remote_code and the other is text_config unwrapping for composite Qwen configs; not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45701", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43257|issue:43931", + "issue:44849|issue:45701", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:41720|issue:43540", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:45137|issue:45405", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:44062|issue:44991", + "issue:43257|issue:43696", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "4e58f44ef3ce4f591246d3add0b5af86ebb988e17545e1beb8bb3cfd80cfcbd3", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37720, + "estimated_input_tokens": 9430, + "estimated_eval_tokens": 19116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the soft-similarity links do not rise to duplicate-level matches. I\u2019d keep one concrete tokenizer regression as the best representative issue, but no PR is present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45488 is the clearest standalone report: a specific tokenizer regression with concrete impact on DeepSeek V3/R1-style models. It is more actionable than the vaguer tokenization reports in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best issue to anchor this cluster because it is specific, reproducible, and describes a real user-facing regression rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Both involve loading, but one is a path/import warning and the other is Qwen3 MoE weight conversion with accelerate+deepspeed; different failures and code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video/multimodal related, but one is an undefined-helper bug in video token counting and the other is a batched-shape bug in video processors; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different modules; no evidence they are the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to GPT-OSS perplexity behavior." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different model-specific issues and different tokenizer behaviors." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer consistency versus TrainerState token counting are unrelated areas." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The latter is a broad video-input regression across Qwen VL families; the former is a specific missing-undefined-helper bug. They may be in the same area, but not clearly the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading errors: FineGrainedFP8Config for Qwen3 MoE versus a key error on MobileLLM-125M." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading problems, but one is MOE weight conversion with deepspeed while the other is a Qwen3-VL shape mismatch; different root causes." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to the generic tokenization-change report." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected init_empty_weights argument and PIL image-processor torchvision dependency are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading failures and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output changes and Qwen3.5 save_pretrained visual-key corruption are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior and the other is LlamaTokenizer overriding tokenizer.json pre-tokenizer settings; different concrete bugs." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and AutoImageProcessor-from-URL are different failures." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3 MoE FP8 load failure is unrelated to CLIPTokenizer's max-length bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern video input in Qwen VL models, but they report different regressions and symptoms; not enough to treat as the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is a Qwen3OmniMoe processing error and the other is a broader v5.3.0 regression across multiple VL families; different concrete problems." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure and CLIPTokenizer max-length bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but they affect different models and describe different failures (ValueError vs StopIteration)." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a PEFT version bump are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different loading bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different architectures and code paths; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SIGLIP zero probabilities and Perceiver non-default-resolution failure are different vision-model issues." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and est-roberta tokenizer loading failure are not the same defect." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GPT-OSS out-of-memory are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash 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": 18, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:43646|issue:43749", + "issue:44062|issue:45081", + "issue:44913|issue:46121", + "issue:43906|issue:45381", + "issue:43493|issue:43994", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:44792|issue:44964", + "issue:44291|issue:44821", + "issue:28282|issue:34689", + "issue:36010|issue:42175", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43697|issue:45216", + "issue:43582|issue:44977" + ], + "prepared_review_unit_hash": "686b7a32efa7d16ad8e92f75474cc1478af555c4641c4f9e5540a0659eb49b95", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36070, + "estimated_input_tokens": 9018, + "estimated_eval_tokens": 18292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across loading, configs, trainers, tokenizers, and multimodal models. The SigLIP2 pair is only adjacent/possibly related, not a confirmed duplicate; the rest should remain separate.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are largely unrelated. If one must be chosen, issue 43493 is the broadest technical report and the most plausible anchor, but it does not unify the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43493 is the best representative issue for the cluster only in the limited sense that it is the most detailed substantive report among the adjacent SigLIP2 items; it should not be read as a true cluster-wide duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: Mistral lm_head tying vs StaticCache sequence-length return type. Same area, not the same defect." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both touch trainer behavior, but one is token counting and the other is a new compute_loss kwarg. Different code paths." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "One is a Transformers 5 custom model init regression; the other is FSDP CPU RAM efficient loading. Too different to merge." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related failures: AddedToken argument handling vs mistral regex patching/backend access." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE config/validation, but one is silent reload persistence and the other is a TypeError in rope dict conversion. Not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of an old issue versus a Qwen2.5-VL video position-id regression. Different models and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "These are SigLIP2-adjacent but not clearly the same bug: one reports a JAX/HF implementation discrepancy, the other nonsensical AutoModel/pipeline outputs. Related, but unconfirmed duplicate." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern memory/loading, but one is an FSDP loading regression and the other is a Strix Halo mmap OOM workaround. Different fixes." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model issues: Janus image-generation test failure vs Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found ImportError versus a specific Llama 3.2 vision loading regression. Not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import failure and missing TensorFlow backend in a torch install are unrelated packaging/import problems." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend versus missing Qwen2_5_VL symbol. Different import/export issues." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processors wrongly requiring torchvision is unrelated to Mistral regex patch crashes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained checkpoint key regression is unrelated to AutoTokenizer producing wrong token IDs across multiple models." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file loading breakage is a different root cause from the cjvt/sleng-bert load failure." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM-125M key error and missing Float8 storage are distinct loading/runtime failures." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and auto_mappings referencing removed configs are unrelated maintenance issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError and LayoutLMv3 box validation messaging are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code missing fields is a general config-return issue; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a specific schema omission." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and single-label classification zero-loss regression are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE, but they affect different models and different calculations (layer dropping vs position-id scaling)." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num-label propagation bug and strict config blocking granite_speech loading are different configuration issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained checkpoint corruption are separate regressions." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3.5 flash-attention generation failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates one soft-edge pair: issue 43493 vs 43994 is marked deterministic_accept=false in the packet, so calling it the same underlying bug is too strong without more evidence. Please keep that verdict conservative (e.g. 'possibly related' or 'adjacent but unconfirmed') and avoid elevating the pair to accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:43906|issue:46202", + "issue:45372|issue:46170", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:44514|issue:45290", + "issue:45542|issue:46178", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:41720|issue:43906", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361" + ], + "prepared_review_unit_hash": "f7c42ba2f36d82ed2d43516914f8b848bbb4656ab991e142654151986afa6179", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37237, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the issues share broad Transformers/tokenizer/model-loading themes, but the soft pairs describe different concrete bugs and code paths. I would not merge any of the proposed soft edges; no PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "If a single issue must stand in for the cluster, issue:44843 is the best representative because it is a broad framework-level loading regression (AutoTokenizer/_patch_mistral_regex/offline mode) rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44843 is the most suitable global representative because it concerns a central loading path with wider impact across models and environments, while most other issues are narrower model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different failures in different code paths: BitNet accelerate loading/unpacking vs Perceiver image classification with interpolation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is chat-template batching/padding and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated errors: DeepSpeed training weight shape vs LayoutLMv3 box-content validation/message clarity." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different paths and symptoms: Gemma3 ZeRO-3 loading failure vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/AutoModel gguf_file loading breakage is unrelated to Blip2 dtype remaining float32 on load." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model behavior; too broad to treat as the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Different reproductions: issue 38071 replay vs Gemma pipeline roundtrip failure on a specific token." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated import/dependency failures: mistral_common ReasoningEffort for Gemma 4 vs Windows/ROCm torch.distributed issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect model loading, but gguf_file handling and offline model_info() calls are distinct failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latents/STE mismatch is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions in processor/tokenizer behavior: processor.tokenizer access vs Kimi-K2.5 codec/regex warning handling." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation maps in image processing vs Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer state after training vs Gemma4 PLE device mismatch during forward are different bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Shard-size configuration question is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to MLukeTokenizer attribute errors." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLukeTokenizer task handling vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities are unrelated to the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface, but different crash triggers: batched padding=False vs assistant tool-call messages without content." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Different backend registration problems: missing TensorFlow backend vs offending tensorflow_text backend mapping." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs affecting different models and token types." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype persistence and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different serialization/compatibility issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is offline model_info() patching and the other is a specific model tokenizer load failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is a different problem from recurrent states being reset with cache and seq_len>1." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special token registration and DiaConfig custom token ID persistence are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to an isolated reproduction of issue 38071." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key errors are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation regressions: compiled-forward chunking vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Compilation/SDPA failure and tokenizer AttributeError 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": 18, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:32090|issue:33666", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:44466|issue:46050", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:44849|issue:46209", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:43452|issue:44451", + "issue:33666|issue:36331", + "issue:43756|issue:44913", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "847c0d6dc4362ab8e392a7078022c42ee3bec7f7679e3105330f40260afe4b68", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 mostly a grab-bag of unrelated issue reports that only share superficial regression/loading/model keywords. I don\u2019t see any soft pair that looks like the same underlying bug or change, and there are no PRs in the set.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44561 is the broadest, clearest representative of the cluster\u2019s overall v5/trust_remote_code regression theme, but it is still not a duplicate hub for the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44561 is the most general and actionable issue in the set, with a concrete compatibility regression and a clearer scope than the other mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation failure vs FP8 inference failure on B200." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing config fields and the other is removal of a helper breaking models; not the same code-path bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated Trainer distributed broadcast TypeError vs TrainerState token-count tracking bug." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: Blip2 dtype propagation vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import and embedding reinitialization are unrelated failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkpointing." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Distributed broadcast type error is not the same as multi-GPU training behavior for Qwen2-VL." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "One is a legacy-field load bug in Beit; the other is a torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading issues, but the concrete causes differ: legacy preset field vs unpacking packed BitNet weights." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both concern save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset loading bug vs processor/model input-size mismatch; different layers of the stack." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert under auto device mapping is unrelated to inconsistent chunked generation with compiled forward." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue and GenerationMixin import failure are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a native-vs-remote implementation divergence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Key error loading MobileLLM-125M is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch with device_map=\"auto\" is not the same as quantized save/load breakage." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for PyTorch and GPU broadcast TypeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch import missing vs Mac bus error in CLIP are different failure modes and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug and processor.tokenizer/image-passing regression are separate issues." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet loading with packed weights and DiaConfig custom-token-ID loss are unrelated save/load bugs." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch and config token-ID loss do not share the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 inference correctness issues are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF-related tokenizer/model loading breakage is not the same as ScandiBERT loading failure." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are different Trainer problems." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and GPTNeoXConfig reload of rotary_pct are related only thematically, not as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet model loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs and missing fields: Llama4 pad_token_id vs StableLm pad_token_idx." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation-example errors are not the same underlying bug as the SigLIP2 implementation discrepancy." + } + ] + }, + "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": 18, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43688|issue:45704", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43278|issue:43844", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43572|issue:44291", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:43606|issue:44112", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "23323ac74f7c20ee6c7c4ef873357eb1972a8ee9d2e77effe6d23bad4ffe9ca4", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36905, + "estimated_input_tokens": 9227, + "estimated_eval_tokens": 18710 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated model-loading, tokenizer, config, dtype, and training/runtime regressions across different model families. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43646 is the broadest umbrella ('Transformers 5.0.0 breaks custom model initialization'), but it still does not actually duplicate most of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most generic version-wide regression in the set and best serves as an approximate umbrella, though the cluster is too heterogeneous for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: Phi-4 multimodal loading regression vs an unreleased PEFT version bump." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is num_labels propagation in Qwen3.5 config plumbing." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype-casting bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different code paths and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but one is BOS/EOS insertion for mdeberta while the other is Granite token ID regression; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3Omni video input processing is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 token-type defaults for fine-tuning vs multi-GPU inference OOM are distinct issues." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific repo is not the same as the offline model_info call regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example mistakes are not the same as a runtime processor.tokenizer API regression." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model-specific bugs: auxiliary loss normalization vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys during loading is unrelated to CLIP text-model attribute structure changes." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "HF-vs-JAX SigLIP2 discrepancy is not the same as the ZeRO-3 gradient blow-up bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing token IDs, but they affect different configs/models and different fields." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is separate from device-dependent lm_head serialization." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM in Gemma4 inference and PLE device mismatch during forward are different failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL config is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class and a float8 storage lookup error are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load losing token IDs is a different bug from MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype mismatch at eval time is unrelated to the ZeRO-3 gradient increase issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy config field loading and CPU-offload device mismatch are different classes of bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import key errors are different backend/import issues." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Num_labels propagation and text_config unwrapping are related to config plumbing but not the same concrete failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate+DeepSpeed weight conversion bug is distinct from the Qwen3VL MOE loading regression." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad_token_idx loss and unexpected _is_hf_initialized argument are unrelated v5 regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to the PEFT version pin issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization and tokenization changes are entirely different issues." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Bark CPU-offload device mismatch and GraniteSpeech stale-device CI test are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading failure and BigBirdTokenizer special-token decoding 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": 18, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:43844|issue:44964", + "issue:43688|issue:43873", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:44521|issue:45290", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:43278|issue:43701", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:45823|issue:46192", + "issue:28218|issue:33357", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:39692|issue:46192", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "4bf8acf3a280ad2f015ec76a65e7cd1e509dac145b5e189b1a3949375bbf94e1", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36481, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No convincing duplicates here: the issues span unrelated areas (tokenizers, generation, serving, quantization, training, and multimodal processors). The soft-similarity pairs mostly share a subsystem label, not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the most representative current bug report in this set: open, reproducible, and a concrete multimodal template regression with user-visible impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to anchor on because it is specific, actionable, and actively reported; among these unrelated issues it reads like the clearest candidate for triage attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Different problems: a janus test failure vs. a PEFT version constraint/release issue." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve/generation crashes, but the failing code paths and symptoms differ (continuous batching multimodal crash vs KV-cache continuation indexing bug)." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but one is compiled-forward inconsistency and the other is Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to sinq save/load corruption after quantization." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 bad outputs vs a position-id key warning; different symptoms and likely different root causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training failure." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation is unrelated to loading a multimodal Phi-4 model." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading are different bugs in different training/runtime paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior is unrelated to TrainerState token counting." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call messages with empty content." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue and a flex_attention version-check bug are separate code paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting/export failure for ViT is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError are unrelated failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only fine-tuning token-type defaults." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Missing mm_token_type_ids defaults and Gemma4 PLE device mismatch during forward are distinct issues." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to an output_hidden_states bug in Qwen3.5." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenization crashes on NER/batched padding are unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to RoPE validation rejecting a JSON-loaded list." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 PLE device placement and return_tensors handling are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space bug is unrelated to a MacOS bus error with CLIP." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as batched video shape handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression and OmDet-Turbo image-size mismatch are different model-specific bugs." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec/regression issues do not share the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:44898|issue:45412", + "issue:43950|issue:46285", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:43334|issue:43525", + "issue:37428|issue:43957", + "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:44442|issue:45198", + "issue:43295|issue:43493", + "issue:38175|issue:45412", + "issue:43262|issue:43450", + "issue:44514|issue:44521", + "issue:37428|issue:43824", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:41720|issue:46209", + "issue:44561|issue:46234" + ], + "prepared_review_unit_hash": "f64c2b3d7b39f048de2e04fe73e63c9cfe16a7cc95ad95b1c0f5b94652cfd4aa", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noisy and spans unrelated Transformers regressions. The only soft edge that looks like a true duplicate is the pair of pad_token_id AttributeErrors in different config classes; the rest are distinct bugs affecting different models, modalities, or code paths.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43334 is the clearest representative of the shared regression: a load-time AttributeError caused by missing pad_token_id on model/config objects. It is more general than the Llama4-specific report and best captures the underlying config API breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best global issue because it describes a concrete, reproducible regression in a widely shared config access path and is broad enough to cover the closely related Llama4 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: one is wrong vision_position_ids for Qwen2.5-VL video/still image handling, the other is FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated symptoms and code paths: processor.tokenizer regression vs quantization/offloading behavior." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they point to different root causes and different models; not the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional-encoding failure and RT-DETR memory release issue are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/loading changes in v5, but the specific defects differ: non-persistent buffer corruption vs CLIP text_model structure mismatch." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different classes of regressions: missing pad_token_idx in a config vs meta-device loading breakage." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/serialization-adjacent behavior, but one is inconsistent lm_head.weight saving and the other is post-LoRA model collapse with extended vocab." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal issues, but one is missing mm_token_type_ids defaults while the other is incorrect rope/temporal position scaling." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend issues: flash_attn lookup on Python 3.13 vs tensorflow_text backend mapping." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Same underlying load-time regression: both configs lack pad_token_id and crash when Transformers code expects that attribute." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading/import issues, but one is a missing helper import and the other is meta-device model loading breakage." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash local path warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class and DeepSeek detokenization bug are different defects." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and return_tensors being ignored are distinct processor issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero-probabilities and HF-vs-JAX discrepancy are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI test staleness are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2_5_VL import error are different model-specific issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure and Wav2Vec2 save_pretrained/tokenization failure are separate bugs." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor.tokenizer regression and SigLIP2 implementation discrepancy do not share the same failing code path." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue and RT-DETR memory cleanup bug are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and video batch-shape handling are different processor bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve Qwen2.5-VL apply_chat_template, but one is a batched-input crash and the other is incorrect assistant_masks output; not clearly the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols and root causes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import lookup on Python 3.13 and Windows ROCm torch.distributed dependency issues are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIP text_model structure mismatch are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and FP8 inference failure on B200 are separate hardware/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are different API compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge is well supported by the titles: both issues are load-time `pad_token_id` AttributeErrors on config objects, so treating them as the same regression is reasonable. The remaining pairings are phrased cautiously as distinct bugs and do not overstate evidence from 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": 18, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234" + ], + "soft_pairs": [ + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:44792|issue:45563", + "issue:44448|issue:44743", + "issue:37428|issue:43425", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43611|issue:43931", + "issue:45290|issue:45381", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:37428|issue:44351", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43388|issue:43526", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:43335|issue:44112", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "69d334598dab42e01d4d761aa92dcac72e5f2eb07f232bf8feaf7f09ccc220b6", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38417, + "estimated_input_tokens": 9605, + "estimated_eval_tokens": 19466 + }, + "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 repeated Qwen3.5 MoE `from_pretrained` regression report. All other soft pairs are related only at a broad subsystem level and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier, fuller report of the Qwen3.5 MoE `from_pretrained` regression, and issue:45478 appears to be the later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in the cluster: it has the same concrete failure mode as issue:45478, clearer scope, and is the earlier tracking report. The rest of the cluster is too mixed to use as a single thematic representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Both are vision/detection runtime bugs, but they affect different models and different code paths; not the same underlying defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "One is a DAC decoding/STE mismatch, the other is a GraniteSpeech CI device-override test failure; no shared bug identity." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they describe different pipeline API/documentation mismatches and are not the same change or bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model internals: DAC latent reconstruction vs. qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is an audio feature extractor arg crash and the other is Whisper generation on empty transcription; different failures." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and different failure modes: SwitchTransformers config construction vs. Bamba torch.compile/SDPA issue." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Both involve detection models, but the bugs are distinct (AMP crash vs. missing auxiliary losses)." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device-mismatch CPU offload issue in Bark is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus test failure and a stale generate() warning are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output regression and Qwen3 recurrent-state reset are different model-specific bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing import symbol and a Torch 2.10 compatibility report are related only broadly to versioning, not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Gemma4 token-type defaults vs. flash_attention sink-less model crash." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage and Qwen3-VL shape mismatch are distinct model-loading failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call handling and Qwen2.5-VL video position IDs are different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/torchscript parsing error is unrelated to qwen3_omni_moe feature-length output behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems and failures: compile/SDPA vs. CI stale device override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but they hit different models and different mechanisms; not mergeable as one fix." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` TypeError are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config construction and Beit pretrained preset loading are different model-loading issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU/offload context, but the failing code paths are different (flash_attention sink-less handling vs. rotary embedding)." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing import symbols in different modules are not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluation and an error-message mismatch about pipeline support are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error handling with missing protobuf and a missing import_utils helper are separate API issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs errors and BeitImageProcessorFast label reduction are different topics." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch label handling, but one is metric gathering on tuple labels and the other is Beit fast processor reduction; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "These are duplicate reports of the same Qwen3.5 MoE `from_pretrained` failure under transformers>=5.4.0." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation example issues and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token and post-init reinitialization of output embeddings are different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and a CI stale device override test do not share the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers config creation and D-FINE auxiliary-loss behavior are unrelated model-specific issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonicalization is well grounded in the packet: 45310 and 45478 have the same title and appear to be duplicate Qwen3.5 MoE from_pretrained reports, with 45310 slightly earlier. The summary stays conservative about the rest of the cluster being heterogeneous, and the soft-edge verdicts generally reject only broad topical similarity rather than asserting duplicate identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:44448|issue:44779", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44857|issue:45588", + "issue:43746|issue:46209", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:45372|issue:45588", + "issue:43278|issue:43381", + "issue:45198|issue:45803", + "issue:45588|issue:45823", + "issue:43611|issue:46285", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:25251|issue:32090", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "dcfebee9fe332132c88ca179358d6d98a2439e4ed0bf5806e257ec047ed923b1", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37506, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated, spanning tokenizer regressions, model-loading/saving issues, device/dtype mismatches, export failures, and model-specific runtime bugs. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45920 is the best representative because it is the broadest, most explicit v5 tokenizer regression umbrella and covers multiple affected models, making it the strongest canonical issue for a tokenizer-bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone issue: it is specific enough to be actionable, but broad enough to subsume related tokenizer reports across several models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 output regressions, but one is Pegasus output drift and the other is a DeepSeek tokenizer error; different code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "One is a local-path import warning with trailing slash, the other is a model-loading failure for GLM-4.7; not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to an AMP float16 crash in LwDetrImageLoss." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer wrong IDs across multiple models is different from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion has no overlap with the removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 zero probabilities and unexpected position-id keys are different model-specific inference bugs." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are unrelated failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype-related problems, but one is an AMP crash in a loss module and the other is a bfloat16 mismatch in different models." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention failures affect different models and code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 vision is unrelated to output embeddings being reinitialized after resize when weights are untied." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer _gpu_broadcast_one NoneType failure are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same underlying bug as a qwen3_omni_moe output-length helper issue." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different metadata paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset with multiple images per prompt and BeitImageProcessorFast reduce_labels are different preprocessing bugs." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local-model warning is unrelated to Qwen2-57B TP out-of-memory." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A missing helper in v5 trust_remote_code support is not the same bug as DeepSeek tokenizer regression." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and a stale warning for num_return_sequences are different generate-path issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP crash in LwDetrImageLoss and flash_attention.py crashing on s_aux=None are separate defects." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings with sliding-window attention are not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issues are unrelated to flash_attention.py AttributeError on sink-less models." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention.py s_aux=None crash are different failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient checkpointing being unusable in eval mode are distinct." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except swallowing errors are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different runtime bugs." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "base_model_prefix loading breakage and CLIPTextModel structural inconsistency are both v5 model-structure issues but not the same underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch and lm_head.weight serialization varying by device are separate regression classes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality limit error and stale generate warning are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer _gpu_broadcast_one NoneType error affect different subsystems and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding issue and qwen3_5 recurrent-state reset bug 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": 18, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:36010|issue:37428", + "issue:43065|issue:45412", + "issue:45459|issue:45712", + "issue:43611|issue:46121", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43994|issue:45412", + "issue:29942|issue:30064", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:43066|issue:44462", + "issue:44265|issue:45198", + 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unrelated issues across tokenizers, generation, training, serving, quantization, and model-specific regressions. All soft edges look like false positives.", + "confidence": 0.99, + "canonical_issue_reason": "No safe canonical issue: the items span many unrelated code paths and would not collapse into one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous to use one issue as the canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Different import failures in different modules: GenerationMixin vs flash-attention utility." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer vs RT-DETR memory leak; unrelated bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf vs leftover dummy classes; no shared bug." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope validation TypeError; different code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure; different tokenizer behavior." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counter update; unrelated training/model issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error vs SigLIP2 documentation/example errors; different failure modes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token mismatch vs Qwen3.5 flash-attention generation bug; different model/config paths." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs protobuf decode-error handling; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor crash vs video-input regression for Qwen VL models; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; separate quantization problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs vs RT-DETR memory leak; unrelated subsystems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation-map processing; different regressions." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepseekV3MoE divergence; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift vs tensor-parallel OOM; different bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type regression vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but distinct." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs Wav2Vec2 tokenization/save failure; unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBertModel issue vs GeneratorExp unsupported in torch.jit.script; unrelated model/export bugs." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash local model warning vs quantization offloading regression; different behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading-with-quantization problem vs multi-GPU CUDA OOM; both memory-related but not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 inference issues; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash vs Gemma4Processor missing _tokenizer; different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs resume_from_checkpoint key mismatch; unrelated training-state bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token update feature vs Gemma3 NaN embeddings; not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer; distinct tokenizer problems." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model size mismatch vs RT-DETR memory leak; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping assert vs Gemma4 multi-GPU OOM; different hardware/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error vs MacOS bus error with CLIP; unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43756|issue:45440", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:43575|issue:44387", + "issue:42490|issue:43381", + "issue:43334|issue:43531", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:43452|issue:45588", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:44062|issue:45907" + ], + "prepared_review_unit_hash": "5333ce7461c1b4c300bab98dbbc8e4dfb096c96200dd817c37afd48ddcb11c9d", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35862, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bug reports across different models, APIs, and regressions. None of the soft pairs looks like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical for this cluster; the set is heterogeneous and does not collapse to one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the items span unrelated failures across different components and models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and different bugs: RoPE-layer handling vs DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "One is an embedding dtype regression during eval; the other is an undefined-variable bug in multimodal token counting." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma 4 loading, but one is a missing dependency import and the other is a processor attribute crash; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and failures: BEiT label reduction vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated issues: Flash Attention 2 test failures vs GenerationMixin import breakage." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are unrelated code paths." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and subsystems: CLIPVision hidden-state regression vs Qwen rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: DeepSeekV3MoE divergence vs D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma 4 dependency import failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but they affect different models and distinct failure modes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-count overflow are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and bugs: BEiT processor label reduction vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory pressure, but one is tp load OOM and the other is int4 reserved-memory growth; not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warnings and gradient-checkpointing eval-mode behavior do not share an underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen variants and different errors: missing pad_token_id vs sliding_window behavior." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "An import error for a specific VL model is unrelated to a general dependency issue with transformers." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "The first is a broad Transformers 5 initialization regression; the second is a specific patchtsmixer post_init policy issue." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config support vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state caching and Whisper batch_decode skip_special_tokens are unrelated subsystems." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-preprocessing related, but one is apply_chat_template sampling-rate defaulting and the other is an unsupported center-arg crash." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading breakage for tokenizer/model APIs is unrelated to a flash-attention crash on sink-less models." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation failures, but they involve different models and different code paths." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different CLIP/SigLIP models and distinct symptoms: MacOS bus error vs zero probabilities." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + 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"791e08a582ef2b611b2bd7469a92c4b6104f140f69d32d6c4d8491c375290867", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36053, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues that were linked only by loose textual similarity. No soft edge looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "If a representative issue is needed, issue 45698 is the broadest and most active loading/saving report here, with multiple references and discussion around from_pretrained/save_pretrained behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone triage candidate because it is open, has higher discussion/inbound refs, and concerns a general model-loading regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing is unrelated to Trainer's _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure mode from Gemma3 mixed-length NaN embeddings." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and num_input_tokens_seen not updating are distinct trainer/optimizer bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-classification resolution failure are unrelated code paths." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior does not match quantization offloading issues." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression and DeepseekV3MoE implementation divergence are different model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is not the same as Llama4Config missing pad_token_id." 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"issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading and GenerationMixin import failure are unrelated import/config issues." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and Fuyu batch tensor conversion error are different subsystems and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3.5 recurrent-state cache reset." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence is not the same as docs still referencing removed pipeline()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow missing from a torch extra install and a missing import_utils symbol are different packaging/API issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading behavior is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reload fallback are different config-loading bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different config-shape issues." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat template tool-call crash and FP8 inference failure on B200 are unrelated failure modes." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed Adafactor OOM and Llama 3.2 Vision loading error are not the same bug." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model/config.json errors are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "mDeBERTa special-token regression and sequence-classification zero-loss bug affect different model/task paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated model-specific changes." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "TorchScript import 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None of the soft edges look like true duplicates or the same fix path, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue captures the cluster; the items span unrelated regressions, configuration mismatches, loading failures, and memory/runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because this is not a coherent duplicate set and the reports do not share one underlying code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different bugs: LayoutLMv3 box-content validation/error clarity vs a MacOS CLIP bus error." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Both involve loading/backend problems, but one is a model load regression in transformers>=5.1 while the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are regressions around processors/pipelines, but one is custom code accessing processor.tokenizer with images and the other is an incorrect translation-task error message." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated: pipeline top_k output nesting vs AutoModel ImportError because PyTorch is missing." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different failure modes: torch.compile/SDPA on Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both mention OOM-ish symptoms, but one is running 3d_parallel.py and the other is tensor-parallel loading of a large Qwen model; not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device 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Gemma-3 eos_token_id mismatch." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing exceptions in Fuyu conversion is unrelated to the Windows ROCm torch.distributed import problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection bug and missing fpn_position_embeddings on Sam3VisionEncoderOutput are not the same defect." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 is separate from GPTNeoXConfig rotary_pct reload behavior." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch is unrelated to 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preventing Beit semantic-segmentation load is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tensorflow_text backend mapping are entirely 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": 18, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43761", + 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"issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:43931|issue:44060", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43335|issue:44855", + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "8d6ecdda8c4c7205dee5268cfeca29e4f07d389538a56efe6ffb0681650afeff", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37102, + "estimated_input_tokens": 9276, + "estimated_eval_tokens": 18808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the only clear duplicate-style theme is the Transformers v5 non-persistent-buffer initialization regression, but none of the provided soft edges are exact enough to merge. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44534 is the cleanest umbrella for the one substantive bug theme in this set: v5 fills non-persistent buffers with junk. Its wording is broader and more representative than the narrower version-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best representative issue overall because it most clearly captures the recurring buffer-initialization regression and is the most general title among the relevant items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Different bugs: optional post_init enforcement in PatchTSTMixer vs non-persistent buffer initialization junk in v5." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated: TensorBoard/TensorFlow backend detection vs a missing import_utils symbol." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state behavior, but the concrete failures differ: missing generation cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different model paths and failures: CLIPVisionModel hidden_states handling vs missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different symptoms and code paths: Janus image generation test failure vs Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "The buffer-junk regression is unrelated to GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in the example script is unrelated to loading a specific multimodal model checkpoint." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: a Janus generation test failure vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is a video-input regression and the other is KV-cache continuation tensor indexing in serve." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline() APIs is not the same as nonsensical AutoModel/pipeline outputs for siglip2." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during Qwen3 auto device mapping is unrelated to the categories upper-bound error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch while loading Qwen3-VL is a different failure from an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length returning the wrong type." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize reinit in post_init and local-path trailing-slash import warnings are unrelated issues." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both mention model/config state, but one is the v5 buffer-junk regression and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "A version support mismatch for Python 3.9+ vs 3.10+ is not the same as a specific IndentationError on Python 3.13." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformersConfig and a DebertaV2 import parsing error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the example script." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code local models are unrelated to the missing import_utils export." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "PatchTSTMixer post_init allowance and granite_speech strict-config loading are different configuration issues." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to serve-side KV-cache continuation indexing." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are related only at a very broad level, not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and local dataset loading in an example script are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-side relative positional encoding and a bare except in FuyuBatchFeature are unrelated code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech device-override test and removed Sam3LiteText auto_mappings references are different CI issues." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification returning empty results and local dataset loading failure are unrelated example-script 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": 18, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + 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The soft pairs share broad themes like imports, multimodal configs, or generation, but none look like the same underlying bug/change closely enough to dedupe.", + "confidence": 0.9, + "canonical_issue_reason": "No single issue cleanly represents the cluster: the items span distinct models, subsystems, and failure modes rather than one shared defect.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No global best issue stands out because the soft matches are mostly thematic rather than true duplicates; any one issue would misrepresent the rest.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both concern config validation, but one is about Llama head_dim checks and the other about JSON-loaded rope ignore_keys type handling; different code paths and bugs." + }, + { + "left": "issue:43479", + "right": 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"issue:45563", + "accept": false, + "reason": "Chunked generation with compiled forward is a different path from a stale warning in paged generate()." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague request issue and an audio feature extraction bug are not the same underlying problem." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and server KV-cache continuation indexing failures are separate code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different export surfaces." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "A tied-weight bug in Mistral3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access are related at a broad level, but not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention versioning, but one is a compiled runtime failure and the other is a bad version check for an import." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import and a Qwen3.5-35B chat crash do not share the same failure mode." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields is not the same as config parsing failing for an unrecognized model." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading issues, but they affect different models with different symptoms and likely different fixes." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings entries for removed configs are different problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A GraniteSpeech CI device-override test failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper generation failing on empty transcription." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they point to different missing names in different modules." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Server KV-cache tensor indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "A removed helper breaking trust_remote_code models is a different issue from local cache path collisions." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Ministral save/dequantization failure and Ministral-3 FlashAttention runtime failure are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and outdated docs for return_all_scores are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "These are different embedding-resize regressions in different models and components." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific failure and the other is an AttributeError when s_aux is None." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading and PIL image processors requiring torchvision are distinct issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A metric gathering edge case and an auxiliary-loss normalization bug are different training/evaluation problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43673|issue:44336", + "issue:41950|issue:44016", + "issue:44075|issue:44368", + "issue:43299|issue:45216", + "issue:42175|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44016|issue:44220", + "issue:44496|issue:45759", + "issue:43650|issue:46209", + "issue:45372|issue:46234", + "issue:45335|issue:45584", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:43299|issue:45357", + "issue:38175|issue:44617", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43295|issue:44779", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43299|issue:43854", + "issue:43976|issue:45405", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "0f8e4b15bdbc06f7e53724bbc9c89c9c75d4afa410c4b031343a65bedf2e7c9d", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36648, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items cover many unrelated bugs, regressions, import errors, and docs issues. The soft pairings mostly reflect broad topical similarity (tokenizers, configs, imports, multimodal models) rather than the same underlying fix, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue; these items span distinct bugs/regressions/docs/import failures, so collapsing them would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this set is a good global canonical because the group is heterogeneous and the apparent links are mostly superficial.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache behavior and ANSI terminal coloring are unrelated subsystems." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling and a tie_word_embeddings warning in Qwen fine-tuning are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch extra and a generic dependency issue are too broad and not the same fix." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "TextClassificationPipeline docs and an unrecognized model/config loading error are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax and _torch_extract_fbank_features() behavior are different issues." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model loading and composite Qwen config unwrapping are separate model/config bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A generic placeholder issue and FP8 inference on B200 have no shared underlying change." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing imports in different modules; same broad theme, but not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma embedding resize and Whisper empty transcription handling are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and embedding reinit after resize/tie_word_embedding=False do not describe the same failure." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes with different missing/default fields; not one defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are distinct behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained key serialization are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading and Qwen3.5 visual-encoder save_pretrained bugs are different regressions." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and Sam3Video OOM are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing exported model class vs nonexistent image_utils import are different import failures." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Deepseek tokenizer regression and Granite tokenizer regression are model-specific and not the same patch." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble and an unreleased PEFT minimum version are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Broken SigLIP2 docs example and stale TextClassificationPipeline docs are separate documentation issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific HybridCache import miss and a broad import-regression report are too unspecific to merge." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup and remote_code model breakage are different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer/images regression and Deepseek tokenization errors are distinct tokenizer bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken special-argument conflict are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image-processor lookup in video classification and Gemma4 device placement are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading breakage and GLM-4.7-Flash unit-test loading failure are unrelated model issues." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version support and PEFT minimum-version pinning are unrelated dependency problems." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation and TensorFlow/tensorboard backend detection 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": 18, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45325", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44521|issue:45325", + "issue:44466|issue:45276", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "5620ea6855bfa79c5cab3185d15daaceabdf6310635dc4a615e570d1d39f600a", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35943, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated closed issues across tokenizer loading/saving, model-specific regressions, multimodal preprocessing, config/serialization bugs, and CI/docs noise. None of the soft pairs look like true duplicates of the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue for the full cluster; the only plausible anchor is issue 44462, but the rest of the items span too many unrelated failure modes to treat as duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the broadest tokenizer-loading report in the set and the closest thing to a representative issue, but it still does not cover the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Placeholder/low-signal issue vs an AttentionInterface.register behavior change; unrelated artifacts." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash; different code paths and bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility problem vs a model loading failure; no concrete shared bug." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained class metadata mismatch vs AutoTokenizer ignoring tokenizer.json; adjacent area, but distinct failures." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Version-support issue vs vague dependency issue; not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug vs dependency issue; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs list_repo_files revision forwarding; completely different functionality." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both multimodal, but assistant mask generation and temporal rope index scaling are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embeddings/weights, but serialization of lm_head.weight and resize_token_embeddings updating modules are different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention loading failure vs OCR long-input index error; unrelated model-specific issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized saving vs dequantized/offload loading; same broad area, but not the same concrete defect." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/auto-generated-file issues, but they affect different files and failures." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files in processor.save_pretrained vs performance regression during data filtering; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save bug vs Gemma4 zero3 loading bug; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver interpolation failure; different models and errors." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps causing precision drift vs torch.split return-value handling; unrelated math bugs." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss issue; no shared underlying defect." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked-LM output corruption and the other is Deepseek tokenizer output corruption; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device mismatch; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention model failure vs compiled flex_attention failure on torch>=2.9; different implementations and causes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 broken; both loading-related, but not the same failure mode." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs bad model outputs in pipeline; different problem class." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer serialization metadata bug vs Gemma4 zero3 loading bug; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config vs glm-4v-9b loading failure; different model/config issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shape vs CUDA OOM in Sam3Video; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs intermittent import slowness; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Specific missing config field vs trust_remote_code returning incomplete config fields; related theme, but not the same concrete issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing TensorFlow backend handling; different optional-dependency paths." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights TypeError from unexpected argument; 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": 18, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45412", + "issue:45593", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:43673|issue:43761", + "issue:16998|issue:22355", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:43976|issue:44964", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123" + ], + "prepared_review_unit_hash": "780239c227bd63f1c777810292e1030f9b2a859a733a5cc6a83f8459de6eecd2", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36013, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, with mostly unrelated regression/import/model-loading issues that only loosely share Transformers-v5 breakage themes. None of the soft pairs looks like the same underlying bug or change.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 44561 is the broadest core v5 regression here: a low-level API removal that breaks trust_remote_code models and best matches the cluster\u2019s general breakage/import theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the best representative issue because it is a concrete, high-impact v5 compatibility regression affecting a wide class of models, making it the most central exemplar in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence on torch.compile is unrelated to ANSI escape codes in loading_report." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is a different code path from multimodal assistant_mask generation." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python-version incompatibility are different failures with different causes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache handling and CLIPVisionModel hidden_states regression are distinct bugs in different subsystems." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading-report ANSI codes and a wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both concern Qwen MoE loading, but they target different model generations and different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency sometimes and unrecognized model config are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access on position_ids is unrelated to Gemma-4 zero3 from_pretrained behavior." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss and missing auxiliary losses are different model-specific training bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowness is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL symbol export/import failure is not the same as the Python 3.9+/3.10+ compatibility issue." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different pipeline/audio bugs." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Interpreter-version incompatibility and Phi-4 multimodal loading failure are different problems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VL image processor export is unrelated to missing is_offline_mode from huggingface_hub." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are separate import errors for different symbols and different packages." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings/output_embeddings mismatch are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Training loss omission in D-FINE and LwDetrImageLoss AMP crash are distinct issues." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Qwen3.5 chat crash are different model/tokenizer paths." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin chunked_prefill cache handling and the other is trust_remote_code import breakage." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slowed filtering after upgrade are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 on Nemotron and a generic Flash Attention 2.0 topic are not the same concrete issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A doc/behavior mismatch for return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and modeling_utils sys.modules access are different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are separate failure modes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory lifecycle and MaskGenerationPipeline final-batch dropping 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": 18, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44734", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:36246|issue:43596", + "issue:45292|issue:45701", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408", + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:43653|issue:44162", + "issue:45137|issue:45600", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45584|issue:46170" + ], + "prepared_review_unit_hash": "f430359dbdc9297e182268b3f051454994a77a0724ab4ff504954da9be15e7bf", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36796, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: it spans unrelated bugs in configs, generation, tokenizers, DeepSpeed, and testing infrastructure. None of the soft pairs look like the same underlying bug/change, so I reject all of them.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45701 is the broadest open, user-facing regression in the set and is the most plausible umbrella tracker; the rest are narrower environment/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best representative issue here because it is open, has multiple inbound references, and is less model-specific than the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing config field and the other is a from_config text_config unwrap bug; different failure points." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is Qwen3 MoE weight conversion under accelerate+deepspeed and the other is a ZeRO3 empty-deque IndexError in BertModel init." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and slow import behavior are unrelated bugs in different code paths." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings mismatch and Whisper empty transcription after align_special_tokens are distinct bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen2.5 VL image processor import and a DeepSpeed/BertModel IndexError are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior and version-dependent tokenization changes are separate issues, not the same concrete bug." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and a Qwen3.5 multimodal config field omission are different model/config problems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race on captured_info.txt and a stale num_return_sequences warning in paged generate are unrelated testing/generation issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs updating after sync_gpus and ANSI codes emitted by loading_report are unrelated subsystems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast and tokenizer errors hidden by protobuf import handling are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in pixel decoder and the other is a wrong sam3_video vs sam3_tracker config warning." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache.get_seq_length returning a tensor and LlamaConfig head_dim validation are different API/validation issues." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward and Gemma4 mm_token_type_ids defaults are unrelated model bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A v5.3 video regression in Qwen VL models and a Windows/ROCm torch.distributed import failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "One is a SAM 3 video encoder attribute error; the other is a Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern embedding/weight updates, but one is serialization of tied weights and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is gemma-4 zero3 from_pretrained and the other is optimizer.step being called twice." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "A /v1/chat/completions request rejection and a Gemma pipeline roundtrip issue on \u2581 are different surfaces and failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "A BigBirdTokenizer special-token registration bug and a broken ESM2 model are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "A ZeRO3 deque IndexError and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during LoRA fine-tuning and a flash-attention generation failure are not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache on second forward and an AttributeError on s_aux=None in flash_attention are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but one is about tied weights and the other is a stale generate warning for num_return_sequences." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows/ROCm import dependency issue are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tied-weights warning are different model/version issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A Qwen3-Next tied-weights warning and a patchtsmixer post_init policy issue are different config/validation bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty transcription after align_special_tokens and a Windows/ROCm import failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:43701|issue:44749", + "issue:43673|issue:43827", + "issue:44188|issue:46202", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:46077|issue:46123", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310" + ], + "prepared_review_unit_hash": "e4e21da679a6e02570e425400a4817216e8b0fc3423f82012f73c01d4147fabd", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37108, + "estimated_input_tokens": 9277, + "estimated_eval_tokens": 18810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated Transformers regression reports. The only clear duplicate pairs are the two identical Qwen3ForCausalLM VRAM-leak reports and the two identical Qwen3.5-MoE from_pretrained error reports; the rest are similar only at a broad subsystem/version level and should not be merged.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue candidate because it is a concrete, well-described bug report with an exact duplicate follow-up (issue:43704) and enough context to anchor that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue to keep as the representative duplicate anchor: it has a precise title, a specific code-path symptom, and a later exact duplicate with the same title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs missing files on processor save; different failure modes and likely different code paths." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word timestamp decode crash vs Kimi-K2.5 tokenizer codec regression; unrelated model/tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a broad upgrade slowdown report are not the same underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model init breakage under v5 vs ESM2 being broken; both are v5-era regressions but not the same bug." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade vs optimizer stepping twice with deepspeed are different runtime issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and double optimizer step with deepspeed do not share a concrete code path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency vs AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is not the same as a filtering slowdown regression." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache missing during chunked_prefill vs docs still referencing removed pipeline APIs; no shared bug." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip/tokenization issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; not enough evidence of the same issue." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load problems." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and missing processor save files are different model/component failures." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and qwen2.5-vl video position-id regression are separate multimodal issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch ImportError for AutoModel and Sentence Transformers loading hang are unrelated symptoms." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error and AutoConfig trust_remote_code missing fields are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and old InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing generation cache in chunked_prefill are different generation-path issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor vs non-existent image_utils import; both are import errors but for different symbols." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes being dropped and Qwen3.5-MoE from_pretrained error are related to the same model family but not the same concrete defect." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different model/config regressions." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction bug and MaskGenerationPipeline final-batch dropping bug are distinct pipeline/masking issues." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5-MoE from_pretrained error and missing deepstack_visual_indexes are both Qwen issues but not the same failure mode." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotation crash are unrelated AttributeErrors." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Gemma pipeline roundtrip failure are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same reported symptom: Qwen3ForCausalLM leaking VRAM in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Importing AutoImageProcessor and importing HybridCache are separate missing-symbol reports." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4-multimodal load failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained on moe models and Qwen3.5-MoE from_pretrained error are different operations and failures." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and Qwen3.5-MoE from_pretrained error are model-family neighbors, not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The representative anchor choice is well grounded: issue:42673 has an exact duplicate in issue:43704 with the same title and symptom. The soft-edge decisions are appropriately conservative overall, and the summary stays within what the packet supports by separating the clearly duplicated reports from merely adjacent v5/model-family regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46231" + ], + "soft_pairs": [ + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42222|issue:45200", + "issue:43065|issue:46123", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44188|issue:44373", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:44295|issue:45656", + "issue:42898|issue:44448" + ], + "prepared_review_unit_hash": "5aaef5330c8fb3b718b892773ab3997f21753c12ba441fb47a5a5fbb1b579dad", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues. There is a small tokenizer-v5 regression subtheme, but none of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 42898 is the best representative of the only visible subfamily here: a concrete Transformers v5 tokenizer regression with broad user impact. It is still not a duplicate of the others, but it is the most central anchor for the tokenizer-behavior cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest global representative because it is a specific, user-facing regression with a clear repro scope and it sits near several other tokenizer-v5 complaints. Even so, the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 is the only overlap; one is an accuracy regression and the other is a save_pretrained/MoE serialization issue." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is an extras/backend packaging complaint, the other is leftover dummy-class cleanup and repo-check leakage." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized-model config failure and pytest-xdist file-race are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: batched-vs-single encoder output mismatch versus missing load-balancing loss when router logits are off." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-worker race on a captured file is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 regressions, but one is clean-up spacing behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for a pipeline option and a pytest-xdist race are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus and a janus image-generation test failure do not share the same failure mode." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading gets stuck and output embeddings being reinitialized are different issues." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and different multimodal bugs; not the same change." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy placeholder layer cleanup and final-batch is_last handling in a pipeline are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file emission and Qwen3.5 from_pretrained incompatibility are different concrete bugs." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training and a Deepspeed AdaFactor OOM are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention branching and a docstring typo about position_ids are not the same issue." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Both mention generation/attention internals, but the concrete code-path problems are different." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns clean_up_tokenization_spaces while the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different symbols and packages." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression and add_special_tokens BOS/EOS regression are separate behaviors." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "A missing image-patch helper and a remote-code meta-init incompatibility are different model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the reported failures and affected code paths differ." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is clean-up spacing while the other is Deepseek codec handling and tokenizer output correctness." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing and auto_docstring future-annotations crashes are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is unrelated to a documentation typo." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different Qwen3-related problems." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access error and duplicate optimizer-step behavior with DeepSpeed are different code paths." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 output regressions, but one is tokenizer clean-up behavior and the other is a Pegasus model output 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": 18, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:44079", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44448|issue:46132", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:30333|issue:34689", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44190|issue:46082", + "issue:30333|issue:36331", + "issue:43479|issue:44869", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:43475|issue:46305", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44263|issue:45092", + "issue:43873|issue:44945", + "issue:43122|issue:46209", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43479|issue:43644" + ], + "prepared_review_unit_hash": "8f9966680d80a4967b710fedc9da9d76504152b2b9ef99baecff34ec4285a7f9", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36455, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft-similarity pairs mostly share broad vocabulary (imports, save_pretrained, config, generation) but not the same concrete bug or code path. I would not merge any of the candidate pairs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44297 is the clearest, most self-contained bug report in the set: it has a specific failing path (`tokenizer.save_pretrained`) and an actionable symptom (`tokenizer_class` mismatch). The rest of the cluster is too mixed to serve as a stronger canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44297 is the best representative issue overall because it is concrete, reproducible, and narrowly scoped, even though it is not a duplicate of the neighboring save_pretrained-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Different problems: PEFT version pinning vs leftover dummy classes/import leakage." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output drift vs AttentionInterface registration behavior." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Both mention imports/backends, but one is an installation/backend packaging issue and the other is a missing import from `image_utils`." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch `save_pretrained`, but one is FP8 MoE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated import failures: `image_utils` symbol missing vs dummy PT objects leaking into the package API." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "A Python version compatibility regression is not the same underlying bug as a missing import from `image_utils`." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Both involve object initialization/None handling, but in different classes and with different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config serialization and double optimizer stepping are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention `save_pretrained`, but one is FP8 MoE model saving and the other is processor file output completeness." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training and model-loading breakage are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy vs missing processor files are different issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality limits and attention registration semantics do not share the same bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset loading in a training example and `LlamaConfig` validation are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed MLFlow reporting and a changed `compute_loss` signature are different trainer bugs." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic `PretrainedConfig` type-checking regression vs `LlamaConfig` head_dim validation are not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Importing `AutoModel` without PyTorch and MLFlow run-state reporting are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding reinitialization after resizing are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM3 missing attribute and Moonshine off-by-one masking are unrelated model bugs." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch and Qwen3.5 MoE `from_pretrained` failure are different failures." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Two import errors, but from different packages and causes; not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument regression and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve position-related logic, but one is vision token IDs and the other is a sliding-window mask off-by-one." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A `torch.split` indexing bug and meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output corruption are different runtime issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs syncing and long-OCR index errors are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both are about `save_pretrained`, but one is FP8 MoE saving and the other is shard-size defaults." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring typo and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position buffer access and missing processor save files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaulting and non-persistent buffer corruption are different initialization bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44464", + "issue:44483", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:44514|issue:45103", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42886|issue:42994", + "issue:44368|issue:46305", + "issue:42886|issue:43066", + "issue:44945|issue:45753", + "issue:42757|issue:45278", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263" + ], + "prepared_review_unit_hash": "91e1274808db7601c54fa7b397f371ce5f380cf9eb01a4cbb84b4a6fa445a2ba", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35914, + "estimated_input_tokens": 8979, + "estimated_eval_tokens": 18214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of unrelated Transformers regression/import/tokenizer issues. I did not find any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set: it captures multiple import failures after a Transformers upgrade, matching the overall import/regression theme better than the narrower single-class bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best anchor issue because it is clearly framed as a version-regression affecting imports in general, making it the most useful representative for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different code paths: one is API request handling for chat completions, the other is a processor import/attribute failure in Gemma4." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated bugs: CLIPVisionModel hidden_states regression versus LlamaConfig validation of head_dim." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both involve model loading/config, but one is a tokenizer loading regression and the other is an eos_token_id inconsistency." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5/vision, but one is meta initialization incompatibility and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Different model internals: a torch.split return-value issue versus a missing ReLU in the DSA indexer." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized model persistence, but they describe different quantization methods and different failure modes." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Different symptoms and models: loading hangs in Sentence Transformers versus zero probabilities in a SigLIP2 model." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different underlying problems: an RMS norm epsilon precision issue versus an InternVL2 meta-init compatibility problem." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Completely different layers: processor chat-template batching versus auto-docstring processing under future annotations." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Both are runtime correctness bugs, but one is about non-persistent buffers and the other is a sliding-window mask off-by-one." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both affect training stability, but the reported causes are different: flash_attention_3 degeneration versus checkout/init NaNs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs in different classes: Phi4Multimodal default init versus GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different issues: FineGrainedFP8 accuracy versus a Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is a missing PyTorch dependency." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime tensor-splitting bug; the other is just a docstring problem." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are missing-symbol import errors, but they concern different exported classes and no shared concrete failure mode is shown." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different regressions: FP8 accuracy issue versus Qwen3-VL-Moe bug in v5." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but offset_mapping and special-token insertion are distinct behaviors." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are separate failure modes." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A config warning about tie_word_embeddings is unrelated to the Moonshine streaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenizers, but one is offline cache loading and the other is decoder type selection in v5." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different application-level failures: pipeline parallelism output corruption versus an infinite loop on a specific image in Qwen3_5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific huggingface_hub symbol missing and the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Different loader paths: tokenizer mapping returning None versus AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different breakages: a CLI/environment command regression versus an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "One concerns non-persistent buffer initialization; the other concerns NaNs in classification heads at checkout/init." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API settings and a DSA indexer ReLU bug are entirely 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": 18, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28218", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45593", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43232|issue:45593", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43723|issue:44442", + "issue:44261|issue:44373", + "issue:43723|issue:44779", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:42907|issue:44964", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43232|issue:45245", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:43824|issue:44351" + ], + "prepared_review_unit_hash": "68e039eca2d9368d85eb0bdef569efe99e4b0ae0d05e58c48f73a42b341151da", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36901, + "estimated_input_tokens": 9226, + "estimated_eval_tokens": 18708 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of distinct transformer regressions; the strongest common thread is tokenizer/processor loading or behavior changes in v5, but most pairs are not the same underlying bug.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43723 is the broadest representative of the recurring v5 tokenizer-loading regression theme, and is more central than the highly specific reports around it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best fits the cluster as a representative issue because it captures the generic AutoTokenizer v5 failure pattern seen across several neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: one is a torch.compile/SDPA failure on a specific model, the other is an AttentionInterface.register behavior change." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated symptoms and models: loading hang for Sentence Transformers vs MacOS bus error for a community CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is about reading position_ids after buffer registration; the other is tokenizer_class metadata written by save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Different code paths and failures: generation kwargs after sync_gpus vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve processing APIs, but the bugs differ: cached_file kwargs forwarding vs chat-template crashes with tool-call assistant messages." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different subsystems: dequantized model saving vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both are AutoTokenizer load regressions, but the concrete failures and tokenizer targets are different; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Different issues: config.rms_norm_eps precision mismatch vs a wrong docstring for position_ids." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different tokenizers and appear to be separate concrete failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: save_pretrained/dequantization vs GenerationConfig validation for GLM-5." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "One missing import is not the same as a broader collection of import errors after an upgrade." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture issues: RoPE layer dropping vs tied-weights warning mapping." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 related, but one is a model-type warning and the other is a missing attribute in a different execution path." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: NameError importing sentence-transformers vs auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer-version regression vs multimodal chat-template crash; related area but not the same underlying bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Distinct issues involving model saving/loading and a specific multimodal model load failure." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different behavior: example script returning empty classification results vs Gemma 4 fine-tuning requiring mm_token_type_ids." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different model/training bugs: Qwen3.5 num_labels propagation vs flash_attention_3 degenerating sequence classification training." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated technical areas: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch chat/tokenization APIs, but one is a general tokenizer regression and the other is multimodal assistant_masks being all zero." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Different issues: Qwen3-VL-Moe behavior in v5 vs tokenizer_class metadata mismatch on save_pretrained." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "No shared code path: generation kwargs handling vs a category-count runtime limit." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs a loading hang; not the same underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both are MoE-related only at a high level, but one is a model behavior bug and the other is FP8 save_pretrained support." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different load/save failures: dequantized model saving vs gguf_file breaking AutoTokenizer/AutoModelForCausalLM loading." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Similar theme of tokenization regressions in v5, but the reports describe different tokenizers and different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the multi-label classification example returning empty results." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: Qwen3 offset_mapping regression vs a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and multimodal assistant_masks bug are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and packages." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different subjects entirely; no shared bug or code path is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43825", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231" + ], + "soft_pairs": [ + "issue:22355|issue:28218", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:42222|issue:43441", + "issue:42831|issue:44297", + "issue:43976|issue:45446", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:44625|issue:46002", + "issue:44380|issue:46077", + "issue:38617|issue:45278", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "becfb9322c52a52a2885f336cedf9f4174e1be0a65b109bec2139aeb901b8fbb", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 34992, + "estimated_input_tokens": 8748, + "estimated_eval_tokens": 17752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose thematically similar set, not a true duplicate cluster: it mixes tokenizer regressions, import/API breakages, model-specific bugs, and a docs mismatch. None of the soft-edge pairs look like the same underlying bug/change, so I rejected them all. Among the issues, the broadest representative is the tokenizer regression report in 43122.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43122 is the broadest concrete regression report in the dominant tokenizer theme: it describes behavior changing across versions for the same tokenizer, which makes it a better anchor than narrower loading/save/offset-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue for triage because it is version-anchored, user-facing, and broad enough to sit near several other tokenizer-regression reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different failure modes: missing module import vs tokenizer spacing behavior; no shared code path or concrete fix." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated import problems in different components (sentence-transformers import vs flex_attention version check)." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "One is an ONNX import error, the other is slow/fast tokenizer inconsistency; too broad to be the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages/APIs; not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The second item is only a reproduction reference with no clear matching symptom; insufficient evidence of the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different API paths and failures: missing model weight loading vs AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder-type metadata and the other is wrong tokenization results for Deepseek; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python runtime errors and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is GenerationConfig validation and the other is RoPE implementation discussion; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance and a missing image-processor method are unrelated issues." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer evaluate-after-train behavior are different subsystems and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model breakages (ViTpose model loading vs Ministral FlashAttention) with no shared underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility regression vs a specific import/version gate bug in flex_attention; not the same issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5, but one is save_pretrained key persistence and the other is from_pretrained loading; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different failure modes; too little to merge as one bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification output bug and a pipeline error-message issue are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 implementation discrepancy vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and a flex_attention import/version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example behavior and SigLIP2 implementation parity are different problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning in paged generate() are separate generation-path issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is wrong offset mapping for Qwen3; not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation for Qwen3.5 and NaNs in classification heads are different defects." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT-2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional attention masking are separate attention-path bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but they involve different missing symbols and likely different dependency/version breakages." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend extras installation and Python 3.14 loading failure are unrelated environment/package 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": 18, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45588", + "issue:45656", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:43064|issue:43673", + "issue:43381|issue:44945", + "issue:43827|issue:45446", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:44964|issue:45278", + "issue:42371|issue:44261" + ], + "prepared_review_unit_hash": "a33378f76a051575f4908ea140c53a7a5128e13cffb71344fec3b158a39e5fe1", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35784, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues. The soft pairs share broad keywords like tokenization, model loading, or optimization, but they do not describe the same concrete bug or change path, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: tokenizer mapping fallback vs flash-attention crash handling for sink-less models." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but one is Qwen3 offset mappings and the other is DeepSeek tokenization output; different concrete failures." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer state sharding on FSDP2/PEFT is unrelated to GenerationMixin cache missing during chunked prefill." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior is a different code path from pipeline-parallel incorrect outputs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still mentioning pipeline() is unrelated to a runtime PyTorch version check bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape handling is not the same as AutoProcessor crashing without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation failure is different from Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization/tied-weights issue is unrelated to NaNs in classification heads during checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump is not the same bug as an AuxRequest import version check." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3 inference is unrelated to dtype mismatches in CI inference tests." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None and Mistral regex patch crashes affect different failure points." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization output differences and a noisy logging message are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections is a model-architecture bug, not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig type-checking are different compatibility issues." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration is not the same as save_pretrained checkpoint serialization regression." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage and backend-mapping errors for tensorflow_text are unrelated load-path problems." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different removal/compatibility paths." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor refresh behavior are different tokenizer issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning for SAM3 trackers is unrelated to the MobileLLM config key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A question about max_shard_size has no overlap with a Qwen3.5 MoE loading error." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json issues are distinct loading failures." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output across versions are not the same concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Chat/completions request rejection and streaming inference failure on Qwen3.5-0.8B are different API-path bugs." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored is unrelated to deepspeed calling optimizer.step() twice." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal loading failure is not the same as broad import errors after upgrading transformers." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration warnings are unrelated to MLA q_a_layernorm precision/config handling." + }, + { + "left": "issue:45278", + "right": "issue:41628", + "accept": false, + "reason": "General import errors after upgrade are too broad to equate with one specific missing import symbol." + }, + { + "left": "issue:44977", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and Mistral regex patch crashes are different tokenizer/model 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": 18, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45200", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43012|issue:43408", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:44933|issue:46231", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117" + ], + "prepared_review_unit_hash": "5bbef32ea2fb55d41feb3d8ba479ae302a0f7ff09ddebeb063740bbf238145e6", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37842, + "estimated_input_tokens": 9461, + "estimated_eval_tokens": 19178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; most pairs are only loosely related by subsystem, model family, or symptom type. I\u2019d anchor the cluster on issue:43097 as the clearest high-signal regression report, but there is no mergeable PR here.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43097 is the clearest, most broadly impactful regression report in this set, with explicit references and a concrete API-break symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the strongest representative issue: it is specific, reproducible, and likely to attract the most relevant fix context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: vitpose model breakage vs missing TF backend wiring." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but the model paths and bugs differ." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different loader failures; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model regression." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated import error versus audio feature extraction bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different GLM subcomponents and different failure modes." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Config-removal warning is not the same as unexpected position-id key errors." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import failure for AutoImageProcessor vs a type-checking regression." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Tokenizer/indexer split bug and RoPE implementation bug are distinct." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type checking regression is unrelated to TF backend installation problems." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in threaded loading is not the flash-attention generation bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they describe the same underlying bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different model-specific warnings with different causes." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different tensor-shape/indexing issues in different model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Activation omission and dtype/transpose bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size question vs Qwen3.5 model-loading failure." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but the models and symptoms differ." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning/config discussion is not the same as FineGrainedFP8 accuracy loss." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Related model family, but different load-time errors and code paths." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal warning and gguf loading breakage are different issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM bugs: missing method vs incorrect split outputs." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing import and documentation typo are not duplicates." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping assumption bug versus a specific model loading failure." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning text and different model/config contexts." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs pipeline-parallelism output corruption." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor torchvision dependency issue is unrelated to max shard size." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model generations and different implementation bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-removal warning is unrelated to flash-attention AttributeError." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state bug is not the same as Liger kernel application." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal warning and quantized save/load breakage are distinct." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "Threaded VRAM leak has nothing to do with Gemma 4 multimodal token IDs." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken construction bug is unrelated to tokenizer-mapping None 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": 18, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43792", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44938", + "issue:44964", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45712", + "issue:45753", + "issue:45859", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:43931|issue:44410", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:45341|issue:45859", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43986|issue:45372", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:43986|issue:45341", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "075f77b9897e489523074f0f0cdffc3c8ad10d4d5020bcbea4171cef992bf546", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37333, + "estimated_input_tokens": 9334, + "estimated_eval_tokens": 18924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The soft edges are all superficial similarities (often same model family or same broad area) but the underlying bugs differ, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: missing projections in qwen3next vs a config field dropped by strict validation in Qwen3.5 MoE." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated: seed-related SAM HQ test instability vs a noisy logging message." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different failure modes and model families: Qwen3-VL load mismatch vs qwen3next missing projections." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3, but one is a v5/MoE compatibility issue and the other is missing layer projections; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different code paths: unwanted network access with local_files_only vs missing embed_tokens weight on UMT5 loading." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Unrelated: testing utils bug vs Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different modules/releases." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: a removed config API vs quantization/offloading behavior." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Distinct model bugs: MLA RMS norm epsilon handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Completely unrelated: Phi-4 multimodal loading vs a testing_utils bug." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different layers: AutoProcessor kwargs forwarding vs auto_docstring annotation crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different surfaces: processor loading without torchvision vs tokenizer mapping returning None." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime issue vs testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/dep issues affecting different processor paths and models." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder mismatch in v5 is not the same as the isolated reproduction of another issue." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different chat/processor paths: missing torchvision dependency vs apply_chat_template tool-call crash." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Testing-utils bug vs xdist race in captured_info.txt are different issues." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Different areas: testing utils vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Both are training/compile-related, but the concrete bugs are different: xLSTM training blockers vs Bamba SDPA torch.compile failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor/torchvision crash is unrelated to the testing_utils bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading mismatch vs save_pretrained shard-size question; different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different symptoms: precision warning during bfloat16 compilation vs a model-specific torch.compile failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline chat/task messaging issue vs inability to save Pipeline objects; unrelated behavior." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated: a PyTorch warning on bfloat16 compile vs a tie_word_embeddings config warning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is a concrete leftover dummy-class repo hygiene bug; right is an unspecified noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models is not the same as saving Pipeline objects." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs: dequantized model save failure vs Qwen3_5 infinite-loop generation." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed API warning/behavior is unrelated to a generic noisy log message." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model/runtime failures: ESM2 breakage vs DeepSeek-V4 dtype/transpose issue." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper cannot run vs partial-batch mask generation dropping results are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is not the same as an unknown BACKENDS_MAPPING backend error." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different request paths: chat-completions endpoint rejection vs Qwen2.5-VL chat template batching crash." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Related domain but different operations: FP8 save_pretrained problem vs Qwen3.5 MoE from_pretrained error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:44038", + "issue:44230", + "issue:44242", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45600", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:44625|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36010|issue:42757", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753" + ], + "prepared_review_unit_hash": "f12a4213e247b18bdd010f3fd71cec91345de9e9cf12b9cf7f29151db0308b30", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36833, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the items span unrelated Transformers regressions, import failures, config/schema issues, saving/loading bugs, and model-specific behavior changes. None of the soft edges look like the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue cleanly represents the cluster; the topics are too heterogeneous. If forced to pick one representative, issue 45698 is the broadest active save/load regression, but it does not cover the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best representative only in a loose sense because it is an active, broadly described save/load regression with multiple references, but it is not a duplicate umbrella for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different bugs: xLSTM training blockers vs a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: a PyTorch warning during bfloat16 compilation vs a hard compile error in flex_attention on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Unrelated symptoms: local-path slash import warning vs bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same underlying breakage." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "CI break from removed Sam3LiteText configs vs a noisy logging message; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs API requests despite local_files_only; unrelated code paths." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom module regression vs a deepseek-v4 tensor/dtype transpose issue; different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs batch-finalization dropping results in MaskGenerationPipeline; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat APIs, but one is a v5.3 /v1/chat/completions request rejection and the other is a chat-template crash with tool calls." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs GPT2 attention-scaling being ignored in SDPA/FlashAttention; different problems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other missing hidden_states; too different to merge as one bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs a state_dict-sorting load error; not the same underlying failure." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type vs FP8 inference on B200; unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different model objects: Gemma3Config.vocab_size vs Sam3VisionEncoderOutput.fpn_position_embeddings." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline save_pretrained serialization; related area but different concrete bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation bug vs Gemma4 attention-mask construction bug; different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores vs inability to save Pipeline objects; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation issue vs Gemma4 attention masking; different models and bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support gap in Nemotron vs invalid GenerationConfig in GLM-5; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading with base_model_prefix regression vs Pipeline save_pretrained failure; different lifecycle stages and failures." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages and symbols; not the same duplicate." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict-sorting load error vs incorrect checkpoint saved by save_pretrained; related to serialization but not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 causal-mask regression vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline/local-files-only network leak vs GLM-5 RoPE implementation discussion; no shared concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Two different missing config attributes (vocab_size vs pad_token_id); same pattern, but not the same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute error vs missing load-balancing loss when output_router_logits=False; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored in backend kernels vs AttentionInterface.register changing function behavior; different features and bugs." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs glm-4v-9b loading failed; both are load/config problems but not the same one." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of another issue vs an infinite-loop bug on a specific image; insufficient evidence of the same underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe loading regression vs Qwen3_5 infinite loop on one image; different symptoms 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": 18, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44492", + "issue:44655", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45600", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43352|issue:44380", + "issue:36683|issue:44117", + "issue:43618|issue:44380", + "issue:41669|issue:44246", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "c211c314d48ef32cd94d158030c34668bac6708acf565e33931c77cc453b445e", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37289, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of Transformers issue reports spanning unrelated regressions (imports, tokenizer/model loading, flash-attention, tensor parallelism, save/load, CI, and Python-version compatibility). None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate anchor.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Both mention model/runtime breakage, but one is a FlashAttention support issue for NemotronH and the other is a Python-version compatibility problem for Transformers 5.1.0." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is Ministral-3 failing with FlashAttention while the other is GPT2 ignoring attention scaling config under SDPA/FlashAttention; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad FlashAttention theme, but distinct model families and reported symptoms; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is about compiled Python files and the other is a Python 3.13 torch.jit.script parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are model loading/roundtrip-related, but the specific failures differ: sorted state_dict loading vs Gemma pipeline roundtrip on the \u2581 token." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention/ML terms overlap, but one is backend-specific config being ignored and the other is a sequence-classification loss bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "A load-model issue vs a missing vision config field; unrelated root causes." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both reference FlashAttention, but one is lack of support and the other is ignored scaling config; not mergeable as one fix." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different objects and failures: Gemma3Config missing vocab_size vs tokenizer mapping sometimes returning None." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model API regressions: CLIPOutput attentions missing vs GPT2 attention scaling ignored under certain backends." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-* cleanup/performance discussion vs intermittent slow import of transformers; related only at a very high level." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "One is an API removal/change notice, the other is a model FlashAttention support bug; not the same defect." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky integration test missing set_seed() vs a pytest-xdist race in captured_info.txt; both test-related but different issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/FSDP optimizer-state corruption vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility complaints, but they target different versions and likely different breakpoints." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-time state_dict ordering problem vs save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and failures; no shared code path beyond both being from_pretrained reports." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen model with tp; related area, different underlying problems." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer state under v5/FSDP2/PEFT vs inability to save Pipeline objects; both serialization/training-adjacent but distinct." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch vs tokenizer loading regression; different subsystems and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both concern CLIP model structure, but one is output attentions and the other is inconsistent text model structure; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression vs LwDetrImageLoss crashing under float16 AMP; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects vs Python 3.14 import/load failure; different failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different attention-related reports on different models; one is missing attentions in CLIPOutput, the other is Qwen3.5 generation failing with flash-attention." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA/indexer discussion vs DeepseekV3MoE implementation divergence; no shared bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only still making API requests vs AddedToken constructor argument conflict; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding issue vs inability to load a specific multimodal model on latest Transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test failures, but one is missing set_seed coverage and the other is a stale device-override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test flakiness vs auto_mappings referencing removed configs; different root causes." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug for MoE vs missing _tp_plan for tensor parallelism; same model family, different functionality." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken transformers env command vs AttentionInterface.register behavior change; unrelated command/API issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors vs a performance regression after upgrading Transformers; different problems." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan vs Qwen3.5 MoE from_pretrained error; likely adjacent but not the same defect." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Top-level import errors, but different missing symbols: PreTrainedModel vs HybridCache." + } + ] + }, + "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": 18, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45850", + "issue:46209" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43010|issue:44368", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "4d11498e82557383630a78f9e85bf2f6e27316f3038cfbfdc497b33deff10384", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38083, + "estimated_input_tokens": 9521, + "estimated_eval_tokens": 19298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct transformers issues: import/load regressions, FP8/MoE bugs, tensor-parallel problems, docs mismatches, and unrelated runtime errors. None of the soft pairs look like the same concrete underlying bug or change.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report here (v4.57 -> v5.5 import failures), so it is the closest canonical issue among otherwise heterogeneous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative issue because it is the most general v5 regression report and overlaps conceptually with several other loading/import complaints, even though the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is an int4/OOM memory issue and the other is a checkpoint reload/loading failure; different bugs and code paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow failed-job reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3_5Moe, but one is tensor-parallel plan support and the other is a config field being dropped; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad decoration for cache/layer updates is unrelated to broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers hanging on load is not the same as a documentation issue about model.forward arguments." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading problems, but one is AutoTokenizer loading in v5 and the other is a checkpoint reload regression; too different to merge." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy issue is not the same as a missing image-processor method causing an AttributeError." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no-grad bug is not the same as a broad complaint that v5 breaks many models." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update gradients and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only API requests and an unrelated 'racoon' issue do not match." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting and tensor-parallel training are distinct issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and saving Pipeline objects are separate save/load problems." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application and a DSA indexer ReLU complaint are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 model-loading failure are both load-related but not the same underlying bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and generic checkpoint reload breakage are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "A missing huggingface_hub import and the transformers env command bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug do not share the same code path." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/layer update no-grad handling is not the same as double optimizer stepping under deepspeed." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and a missing Qwen2_5_VLForConditionalGeneration import are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "An empty/placeholder issue and a Gemma-4 audio positional-encoding bug are not duplicates." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; different concrete bugs." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad behavior is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and a TensorBoard-without-TensorFlow backend error are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-Moe-related, but one is a broad v5/Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan; not enough to call them duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading issues and sys.modules access in modeling_utils may be related conceptually, but they are not clearly the same concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "processor.save_pretrained missing files and a generic bug report are not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Same as above: possible relation to import/lazy-loading, but not a clear same-bug match." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate issues." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and docs about return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Import errors for AutoImageProcessor and PreTrainedModel are both namespace issues, but not the same symbol or failure mode." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained file omissions and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and TensorBoard/TensorFlow backend configuration are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and missing _tp_plan are related only at a high level; not the same underlying defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading and unsafe sys.modules access are too loosely related 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": 1, + "component_count": 18, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492", + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492" + ], + "prepared_review_unit_hash": "ed8235708529f42e87927a2891745a401a0bdea062e7d56ad15d4d95a17105b0", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39625, + "estimated_input_tokens": 9907, + "estimated_eval_tokens": 20070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly closed/open issue reports about Transformers v5 regressions: import/lazy-loading slowdowns, model-loading/config compatibility breakages, and API changes. No PRs are present in the cluster.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set: it explicitly frames a wide v5 regression affecting many models, making it the best single issue to anchor the cluster even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best global representative because it is broad, current, and covers the same general family of v5 breakage complaints seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Different problems: Qwen3-VL multimodal output failure vs PretrainedConfig type checking regression." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Unrelated model/features: fp8 inference support for Qwen3-VL/Qwen3.5 MoE vs DeepSeekV4 weight conversion question." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring bug vs a completely unrelated issue titled 'racoon'." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-family vision issues, but the failure modes differ materially: bbox hallucination/error vs infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the `transformers env` command and the other is checkpoint reload compatibility; not the same code path." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance issue vs missing generation cache during chunked prefill; different subsystems and fixes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific `pad_token_id`/config attribute error vs a broad complaint about many models breaking in v5." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5 checkpoint loading, but one is generic reload failure and the other is remote-code/meta-init incompatibility; too different to treat as duplicates." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig `pad_token_idx` regression vs a broad v5 breakage umbrella issue." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a concrete model bug, not the same as a general v5 breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Broad overlap in release complaints, but one is about import errors after upgrade and the other is a generic 'too many models' regression; not a single concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading/import behavior vs inverse_sqrt scheduler kwargs; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs an empty generic bug report; no evidence they are the same defect." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is kwargs propagation and the other is attention-interface usage; related area, not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Documentation reference to removed pipelines vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report; no shared concrete failure." + }, + { + "left": "issue:44655", + "right": "issue:44908", + "accept": false, + "reason": "Pipeline save/load issue vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup vs an import error for a specific Qwen3_5 symbol; same broad import area, but not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs Gemma4Audio positional encoding bug; different models and failures." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no concrete match." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both point at the same underlying import/lazy-loading regression: import transformers becoming slow and lazy loading not functioning properly." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Specific GLM46V multimodal token counting failure vs a broad v5 breakage umbrella issue." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different defects in different utilities: patchtsmixer post_init handling vs tied-weight key attribute crash." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility complaint vs a specific missing import symbol; not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance regression vs a typo in cache-strategy docs; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug vs degenerate training with flash_attention_3; different behavior and fixes." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings migration issue vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command vs lazy loading not working properly; both v5 issues, but different code paths." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects vs `_tied_weight_keys` attribute crash; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different problem domains and no shared code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic report vs specific Qwen3.5 MoE loading failure; not duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading regression vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs missing Qwen3_5 import; not the same issue." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs about removed pipelines vs cache-strategy typo; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the cluster is dominated by closed/open Transformers v5 regression issues, and issue:45850 is a reasonable broad umbrella representative. The soft-edge verdicts are conservative overall, with one plausible accept on the import/lazy-loading pair and the rest appropriately rejected based on distinct titles/code paths. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-441", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "04ff93f98507054db59ea683e1f2a01d441f814f00ef1ec4da933e5355fd3870", + "component_budget": { + "node_count": 441, + "item_count": 441, + "soft_pair_count": 1620, + "serialized_chars": 840343, + "estimated_input_tokens": 210086, + "estimated_eval_tokens": 420428 + }, + "budget": { + "node_count": 44, + "item_count": 44, + "soft_pair_count": 47, + "serialized_chars": 38701, + "estimated_input_tokens": 9676, + "estimated_eval_tokens": 19608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose Transformers v5 regression/loading/tokenizer cluster with many superficially similar but distinct issues. I found no true duplicate soft edges; the candidates mostly share only broad subsystem or version-regression wording. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report for the v5 breakage/regression theme and can serve as the cluster anchor better than the more specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 has the widest scope and strongest discussion signal, so it is the best representative issue even though the cluster is too heterogeneous for true deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different model families and bugs: DeepSeek-V4 gating vs a deepseek-v4 dtype/transpose problem." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance/footprint cleanup is unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args is not the same as a model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are different issues." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both touch positional/attention-style internals, but they are different models and different failures." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded loading is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage versus a specific import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Offline file-only network calls are unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance and a dataloader-thread VRAM leak are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and multi-thread VRAM leakage do not share the same failure." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling in GLM-MoE is unrelated to Gemma4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different model/config bug." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different missing imports for different symbols/modules." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gating and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 related, but one is behavior drift and the other is a decoder type bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an off-topic issue are unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and chat-template tool-call crashing are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config is unrelated to tied-weight key extraction." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak and off-topic issue are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key crashes." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup and off-topic issue are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and off-topic issue are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint load slowness is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request is unrelated to missing processor save files." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "Off-topic issue and a Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training and slow from_pretrained checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bug are different failures." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are distinct issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint issue in ModernBERTConfig is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignore_value usage in Mask2former and loss-kwargs forwarding are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warning are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a quantization-operation typo are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a config type-hint typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Config type-hint correctness and a quantization-operation typo are different issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm semantics and ModernBERTConfig type hints are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and a ModernBERTConfig type hint 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": 18, + "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-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": "c96d02fdde0fc3e7748f502effef9f622ce56178adb91d01270bf86cad702203", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated areas: token truncation behavior, learning-rate scheduler functionality, and Wav2Vec2 word time offsets. They do not describe the same underlying bug or feature request, so the cluster should not be merged 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 areas and requests: truncation strategy in tokenization vs word start/end timestamps in Wav2Vec2. No shared code-path or concrete duplicate symptom." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: token truncation direction vs ReduceLROnPlateau-like scheduler behavior. They do not appear to be the same bug or change." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different ML features: learning-rate scheduling vs extracting token time offsets from speech models. No plausible single fix or merged PR target." + } + ] + }, + "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": 18, + "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-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "2e45e3e60be5be66820c62f40ee2c17efa7ef14551655c89acd275263076d6b7", + "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": "This cluster does not look like a single bug family: one issue is about TAPAS tokenization differing from TensorFlow code, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft links are likely superficial Hugging Face model-related similarity rather than the same underlying problem.", + "confidence": 0.89, + "canonical_issue_reason": "issue:16618 is the most concrete and broadly representative user-facing failure in the set (a model loading bug), whereas the others concern unrelated tokenization behavior and private-model authentication messaging.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best standalone issue because it describes a specific, actionable load failure with a common model name and is easier to triage than the more specialized or ancillary reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch in TAPAS and inability to load bert-base-uncased are different code paths and different failure modes; they do not appear to be the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model download/login error is an authentication/message issue, while bert-base-uncased load failure is a separate model-loading problem; no clear shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2c9b694aa1bef3b70a6daeefa69a15e923d7d3fa679b71e776bb8c94d07b709f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community contribution requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a broad theme of architecture support, but not the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the issues track different feature requests for different code paths and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduplication; each issue represents a distinct enhancement area rather than a duplicate of the other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350 (Community contribution: Adding Flash Attention 2 support for more architectures)", + "right": "issue:33260 (Community contribution: Adding GGUF support for more architectures)", + "accept": false, + "reason": "Different capabilities and likely different implementation paths; they share only a broad \"support more architectures\" theme, so they are not the same underlying request." + } + ] + }, + "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": 18, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "48debc4ac5c4516ca7ae7ae2544714a2d73ea8679f6fef2a0396b60e5b960593", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13528, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mixed i18n cluster: Turkish/Spanish/Romanian translation requests are distinct, while the three generic placeholder issues form one duplicate subgroup and the two Thai-text issues form another exact duplicate pair. No single issue cleanly canonicalizes the whole set.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits the full cluster because it contains separate language-specific requests plus two independent duplicate subgroups.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the placeholder-template duplicate subgroup, but it is not a good global representative for the language-specific requests or the Thai duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target language/request; Turkish vs generic placeholder text." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target language/request; Turkish vs generic placeholder text." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests: Turkish vs Romanian." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language requests: Turkish vs Spanish." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests: Spanish vs Romanian." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request is separate from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content: Romanian translation request vs Thai-text issue." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content: Romanian translation request vs Thai-text issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue; looks like a duplicate copy of the same template artifact." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation issue; looks like a duplicate copy of the same template artifact." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation issue; looks like a duplicate copy of the same template artifact." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs distinct Thai-text issue; not the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact duplicate Thai-text issue; same title/content and same underlying artifact." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three language-specific translation requests are reasonably treated as separate, the three placeholder-template issues form a coherent duplicate subgroup, and the two Thai-title issues are an exact duplicate pair. The soft-edge verdicts are conservative overall, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 18, + "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-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "367b5977816929a064581045ac4cd146d26f6ed4f931f163f5287b5854c9193e", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21662, + "estimated_input_tokens": 5416, + "estimated_eval_tokens": 11088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a broad semantic grouping of unrelated model-request issues (different models, modalities, and code paths), not a set of true duplicates. All soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": "No single true canonical issue: the items span many distinct model additions (BERT variants, vision detectors, audio/TTS/ASR, OCR, sparse transformers), so they do not share one underlying change or bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the closest thing to a representative anchor because it sits in the densest similarity neighborhood, but it is still only a loose exemplar and not a valid duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and architectures; both are generic add-model requests, not the same underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert vs Qwen3-TTS are unrelated model requests with different modalities and code paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "BERT config addition and RF-DETR support are unrelated models, so this is only superficial similarity." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detector/model requests; not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection vs audio model support; different implementations and purposes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support and sparse-transformer support are different model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated requests across different modalities." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different models and not mergeable into one PR." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model additions with separate code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "A BERT-family model request and a sparse-transformer request are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model targets." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct models; similarity is only in the generic add-model phrasing." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model families and not a single duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request are unrelated changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model requests, not one concrete bug/change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS target different model families and likely different implementation paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are distinct model additions, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "A specific model addition and a broad RoPE feature request are not the same underlying change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "General RoPE support for BERT-like models and Voxtral TTS support are different problems." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sister requests but different tasks/code paths; they would not be one PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model families despite both being audio-related." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and OCR model support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Audio TTS support and sparse-transformer support are different concrete implementations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests with different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different model additions, not the same bug." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are unrelated requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText support are completely different modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE support are distinct model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and sparse-transformer support do not share one concrete code-path fix." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 support are different modalities and implementations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different research models with separate support work." + } + ] + }, + "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": 18, + "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-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "e940da8bb581782bf6d4b3ef3f8b36c70f45fb8a583a2bfe387241a705d44e1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about block decoding, the other is about adding DeepSeek v3.2 support. They describe different features/problems with no shared target or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths; block decoding is unrelated to DeepSeek model support." + } + ] + }, + "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": 18, + "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-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "3b73fc8e8f885e0913655ff4a86d78ff1ced2108635afee613a6dc41ea6aa593", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues both mention Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No strong canonical issue emerges because the topics are distinct rather than overlapping reports of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is slightly more specific and actionable around a concrete Trainer setting, so it is the better representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: one is about column-removal customizability in Trainer, the other about FLOPS accounting 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": 9, + "component_count": 18, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "3c603234892ba3ead0b7c30c3952d891c4d5084dd7c129512050878b5cc25296", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at the very broad level of adding AutoModel support, but they target different model families and different auto classes, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader request: it covers Qwen3-Omni registration for both AutoModel and AutoModelForConditionalGeneration, whereas 44405 is a narrower, separate request for sequence classification on Qwen3.5.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying features/models: Qwen3-Omni auto-registration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change path and would not be merged into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "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-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": "3461e2b8c6ce78d0b69667ade54a7017554095fb126ad3695b9c3001cc0f9e11", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain one unrelated issue ('Fett') and a duplicate trio of near-identical 'huggingface ' issues. With no substantive bodies, the safest canonical choice is the earliest huggingface issue.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43845 is the earliest of the three identical 'huggingface ' issues and is the best representative for that duplicate set; issue:43835 ('Fett') looks unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the strongest global issue representative because it matches the other two huggingface issues exactly in title and is earliest, while the only other title in the cluster is unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared substantive details; nothing indicates the same underlying report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no shared substantive details; nothing indicates the same underlying report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no shared substantive details; nothing indicates the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same normalized title ('huggingface ') and close creation times, with no evidence of distinct topics." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same normalized title ('huggingface ') and close creation times; likely duplicate submissions of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same normalized title ('huggingface ') and close creation times, consistent with duplicates of one report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the three \"huggingface \" issues are title-identical and closely timed, while \"Fett\" is distinct. The canonical choice of the earliest huggingface issue is conservative, and the soft-edge verdicts do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "d53f1092e43db99dd1fa31b3ae01c9423542bf97eae17fc59f5a890c967f15ba", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by near-empty/spam-like issues with no concrete bug or change details. Issue 44418 is the only somewhat substantive topic, but there is still not enough evidence that any pair is a true duplicate.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44418 has the most meaningful, non-spam title and is the only item that looks like a real triage target; the others are generic spam placeholders.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the best representative of the cluster because it is the only issue with an identifiable subject matter and some potential triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no body detail; identical placeholder titles are not enough to prove the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are just '' with no actionable description, so there is no concrete evidence they report the same problem." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a generic documentation request; the titles do not indicate the same underlying bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The placeholder spam title and the specific 'Google LLC' title are unrelated on their face, with no body evidence tying them together." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder do not describe the same issue; there is no shared concrete problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The documentation suggestion is too generic, and the other item is empty spam; no basis to merge as duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Matching spam placeholders alone do not establish a duplicate; there is no description or target to confirm the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific entity-name title are not the same reported problem, and there is no supporting detail." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These titles are not describing the same concrete bug or request, and the bodies provide no evidence of a shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 18, + "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-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "a64c90beeda203331664a7c1862ba6065c02a171e9900ce7eeb28bc31b169da5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues share an identical title and some textual overlap, but the evidence is not strong enough to call them near-identical duplicates or to consolidate them as the same report.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue #45145 is the slightly better cluster representative because it is earlier and already has an inbound reference, but this is only a mild preference, not a duplicate determination.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and moderate similarity suggest related reports, but the packet does not show sufficiently similar bodies or evidence of the same underlying issue to justify duplicate consolidation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is only supported as a soft similarity match with identical titles and moderate Jaccard similarity; the packet does not show the bodies are \"highly similar\" or that the issues are \"near-identical duplicates.\" The consolidation/duplicate language is a bit too strong for the evidence, so this should be rejected as overstated." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 14, + "component_count": 18, + "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-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "0e6650b004bf55a238b3d2999a96a9ab90dcb286490a30050c01223489a249c6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (both involve 4-bit inference), but they describe different bugs: one is a torch.finfo() failure on uint8 audio-module weights, the other is a BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the better canonical representative because it is the more general, currently open regression with clearer reproduction around BitsAndBytesConfig behavior and 4-bit inference.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the best overall issue in the cluster: it is broader, more actionable, and likely to gather the most useful triage attention for the 4-bit inference path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Reject: these appear to be distinct bugs with different symptoms and code paths. 45672 is a torch.finfo() TypeError on uint8 audio-module weights, while 45674 is a BitsAndBytesConfig skip-module handling regression that removes the default lm_head exclusion and causes an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 18, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "aeb748a30b21ab9a3edbacf594a998ee1d4142181cd086af6f8393d45addcc32", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates of the same underlying bug; they appear to be separate name/date entries with no technical context. The soft similarity is superficial only.", + "confidence": 0.93, + "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 share a similar personal-name/date pattern, but there is no evidence they describe the same problem or request; they look like distinct entries." + } + ] + }, + "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": 18, + "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-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "f6a653532046d023650df77efcfc20b583ac910ec692a97d99e6cc5806e017a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues only share a loose textual similarity in personal-name/date formatting and do not show any evidence of the same underlying bug or request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles refer to different people and different dates; there is no issue body, linkage, or code context indicating a shared defect or duplicate report." + } + ] + }, + "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": 18, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "3e8d6bf0b1330236a40e752aede04a703a87cef620dbf1666a0e1b32ebe3b08e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for a new token-classification class for Qwen3.5, while the other requests FP8 training support. They touch different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46295 is the broader, more general feature request, but it is still unrelated to issue:45810 and should not be treated as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: model-specific token classification support versus FP8 training support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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-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": "ac47b6e4fb64cd07a9076b6f05ff817a1fd77993cdbdc64e724c4f5f14b55528", + "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 is not a single duplicate set: it contains two exact-duplicate issue pairs about different DataForge examples, plus one unrelated dataset promotion issue. Accept the two exact-title duplicates and reject the cross-topic soft similarities.", + "confidence": 0.96, + "canonical_issue_reason": "If forced to pick one representative, issue #45870 is the cleanest canonical for the exact duplicate pair #45870/#45871; however, the cluster actually splits into two separate issue topics, so a single true canonical does not exist.", + "canonical_pr_reason": null, + "best_issue_reason": "#45870 is the best issue candidate because it is the clearest, most general example issue and has an exact duplicate partner. Still, it should not absorb #45872/#45873 since those describe a different example/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle promo and a DataForge example are related only by theme, not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above; no evidence they describe the same bug or change." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and clearly the same example issue; this is a straightforward duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge-related, but one is an example issue and the other is a separate time-series + scraping service topic." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete topic despite similar keywords; not the same underlying change." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are two distinct issue topics, not one duplicate bug/report." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same as above; similarity is only at the broad subsystem/topic level." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and evidently the same issue; strong duplicate match." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 are identical, 45872/45873 are identical, and 45869 is a distinct dataset-promo item. The canonicalization note is conservative, and the soft-edge verdicts do not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-39895-15", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "f072cf42325b97c08ee5dc2c8e3e8e1bc44f41938aad5d757472575b7ef39108", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40310, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated open PRs that happen to touch adjacent transformer subsystems. The only true duplicate-looking pair is the two `fixed_cross_entropy` fixes for the same loss helper; everything else is a broad-similarity false positive.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the better canonical PR for the loss-helper fix: it targets the explicit issue `43240`, patches the same `fixed_cross_entropy` code path, and is the more directly framed implementation of the duplicate change.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best representative PR overall because it is the only clear same-bug duplicate candidate in the set and has the strongest issue linkage and clearest scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different models and goals: VideoPrism addition vs. an Executorch dynamic-shape test. Shared export/test themes are too broad to indicate the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer method additions for MistralCommon vs. adding a new MobileLLM model. No shared code path or same bug/change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer API patch and an Executorch export test are unrelated changes; only superficial test/utility similarity." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs. adding MobileLLM. Different subsystems and different fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support and a new model addition are unrelated; same file cluster here does not mean same bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support is unrelated to Mistral4 test/model updates." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape tests and Mistral4 fixes do not share a concrete code-path problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "A test for dynamic exportability and a new model implementation are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code and config-resolution ordering in `modeling_utils.py` are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-collection refactor; no common bug or mergeable unified fix." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and the model-creation skill are completely different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs. Mistral4 test fixes are not the same underlying issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model work vs. a CLIP-style `layrnorm` spelling fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes and chat-response parsing updates address different functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss-kernel plumbing are unrelated code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4-specific work and config resolution ordering in core model loading are different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test fix and a model-creation skill PR are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill are unrelated." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch `hub_kernels.py`, but one adds a TDT loss kernel and the other adds ROCm AITER routing; different functionality and no shared bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "These are two near-identical fixes for `src/transformers/loss/loss_utils.py` that both add `weight`/`label_smoothing` support to `fixed_cross_entropy` for the same issue `43240`; they target the same concrete code path and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted pair (`43251`/`43254`) is well-supported as a mergeable same-bug fix: same file, same helper, same issue target, and nearly identical scope. The other soft-edge rejections stay conservative and do not overclaim shared bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "b3c14529dd32acc04f654921a9cd07007e7fe88ace2a7c27e76c8759d78cab1d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs concern the VibeVoice model family, but they are not duplicates: #40546 implements the base VibeVoice integration, while #42781 is a separate VibeVoice Realtime follow-up with acoustic tokenizer and generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate canonical PR; #40546 is the earlier baseline integration, while #42781 is a distinct realtime extension rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the more focused and more complete follow-up for the realtime/VibeVoice expansion, but it should be tracked separately from the base implementation in #40546.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: shared VibeVoice files reflect the same model family, but the PRs target different scopes. #40546 adds the core VibeVoice model/docs; #42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation updates. These are not the same concrete code-path fix and would not plausibly be merged into 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": 3, + "component_count": 31, + "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": "c496363d1b0cf383f6324352f21b6a0d4e9c1bb0eeda23d00d676d63d9126e20", + "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 PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different model families, different code paths, and are not duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes: TimesFM covariate forecasting vs. DINOv3 image-classification support. They do not share the same concrete bug or fixable code path." + } + ] + }, + "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": 31, + "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": 5, + "component_count": 31, + "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-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "8657413fa3e84caedd9853303cf18fe894d3a6ab9f229ef51728f0334ea07c06", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition pull requests. They share the same Transformers onboarding boilerplate, but each targets a different model and code path, so the overlap is not a duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the broadest and most complete standalone model-addition PR, but it still introduces a different model than the others and is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models (DeepSeek OCR vs Isaac). Shared files are generic model-registration/docs scaffolding, not the same underlying bug or change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different models (Isaac vs Kimi2-6) with distinct implementation details. Similar onboarding patterns only; not the same code-path fix or 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": 6, + "component_count": 31, + "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": "0c64c739e9bd75bd30d299025c3deaae3740c33ac79d8412ee89b7e678ccb51b", + "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 unrelated workflow-maintenance PRs: one targets GitHub Actions Node 24 compatibility, the other bumps Docker/build actions and a few workflow actions to newer releases. They overlap in some workflow files but do not fix the same concrete problem.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the clearer canonical PR: it has a specific compatibility goal (Node 24) and a coherent set of related action-version updates across workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because its purpose is explicit and narrowly defined, while PR 42976 is a broader version-bump PR with less precise intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They both update workflow dependencies, but they address different changes: Node 24 compatibility vs. general/latest-version bumps for Docker actions. Shared workflow filenames alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "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:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "a93fd6513bc29fba50928fc559f5cfcfac27835e8295072944c0daf6837e2e97", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14183, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All six soft pairs are false positives: these are separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM) that share only standard Transformers scaffolding files and docs. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Overlap is limited to generic docs/auto-registry files, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions. Shared files are only common registration/docs plumbing, so they are not duplicate fixes." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM target different models and tasks. Similarity is superficial and does not indicate the same bug or mergeable change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model releases with different implementations; this is not the same concrete code-path problem and should not be merged as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions. The shared auto/model docs files are routine boilerplate, not evidence of a duplicate PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM implement different model integrations with different filenames and targets. They do not look like one underlying fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "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-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "43c55b398643280397f9ab96c17281e01dc574f63f35a57d8e1d4518b74aceb5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7091, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one fixes Whisper decoding/tests, one is a test-only/contrived change in CLIP+ViT, and one is a FP8 dequantization/model-loading fix. They target different code paths and should not be clustered together as the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest representative because it contains a coherent, concrete fix across the FP8/model-loading path, while the others are either unrelated or mostly test-only.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best standalone PR in the set: it addresses a specific implementation bug with real code changes, unlike PR 43665 and the narrower Whisper test fix in PR 43291.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenization/test changes are unrelated to the CLIP/ViT test-only patch; no shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and failure modes: Whisper decoding versus FP8 dequant/model loading. Not the same underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test edits are unrelated to the FP8 dequantization fix; they do not appear to solve the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "47f2b8d4661d138ef60a18df6f16fc6e34bf0ab5e1f31ecba27cca77a0e99ba9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12259, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated \"don't merge\" / test / CI tinkering PRs with superficial overlap in shared test files. No pair looks like the same underlying fix or change, so this is not a duplicate cluster.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared ViT test-file overlap is incidental; 43488 is about setup/version/dependency tweaks while 46114 is a broad CI/test migration PR with unrelated edits." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different changesets: 43488 touches packaging/versioning and a ViT test, while 43532 rewires workflow/comment CI and testing utilities. Not the same concrete bug or fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are CI/test-oriented, but they change different paths and goals; 43532 is workflow/comment handling, 46114 is migration/telemetry and assorted test edits." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Despite both touching testing, 45932 spans workflow/model implementation changes, while 46100 only injects failing assertions in ViT tests. Not mergeable as one fix." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "The shared ViT test file is not enough; 46100 is a tiny test-only prank, while 46114 is a broader CI/model/test migration PR with different intent." + } + ] + }, + "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": 31, + "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": "32a94e5b464e69e150e315eb2e18222da60baef14b579437efefbd9e1f322cec", + "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 two distinct PRs adding different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some docs/registry plumbing, but they target different features and code paths, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader and more reusable representative of the segmentation-pipeline additions, with more model integrations and tests, but it is still a separate feature from #43612 rather than a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best single representative of this cluster because it is the more expansive pipeline addition and touches the widest set of related files, though it is not interchangeable with #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: concept segmentation vs visual segmentation. They share framework/docs scaffolding, but the pipeline names, task docs, model integrations, and tests target different code paths 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": 11, + "component_count": 31, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "16cb215b6ebc87e1c9ca832bb5fceb8b75b555b7c5754fa9034d9600771675d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4550, + "estimated_input_tokens": 1138, + "estimated_eval_tokens": 2532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated and should not be treated as duplicates: one is about CI/self-comment reporting workflows, while the other changes CircleCI test selection and tensor-parallel test code.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43649 is the clearer representative: it has a substantive, specific title and a coherent CI/reporting change, whereas #46301 is a vague 'check' PR focused on different test infrastructure.", + "best_issue_reason": null, + "best_pr_reason": "PR #43649 is the better standalone representative because it is more clearly scoped and described; #46301 is too generic and addresses a separate code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Different underlying changes: #43649 edits workflow/reporting logic and test utilities, while #46301 changes CircleCI job markers and tensor-parallel test handling. They do not appear mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "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": "f3fac0e6eb0cf3a88463c46fd3d41ac03db7efca325eb5cccf2c8ed5e84ee49c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open PRs touching `trainer.py`, but they address different extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different concrete code paths and behaviors: one changes loss scaling during training steps, the other refactors model signature inspection for dataset column filtering. Shared file/subsystem alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "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": "2ca0ca98a53061574d96da0e5c557607ff037d3b9f4293d59b8cbdf28d21bc73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different annotation/runtime issues rather than the same underlying bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the patches address different failure modes in `src/transformers/cli/serve.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the more directly targeted fix for the concrete `TypeAdapter` NameError when `pydantic` is unavailable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: 43656 focuses on `__future__` annotations and typing cleanup, while 43842 explicitly guards the `TypeAdapter` import for the no-pydantic case. Same file, but not the same concrete bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 31, + "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": 15, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "8f72a6d50bde5850c553d6d784d7c890744dcc6b4fa1a66332d1e7ec4a1c8f90", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75097, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad family of model-specific output-tracing refactors, not duplicates of one another. The only strong duplicate-ish overlaps are within GPT-J and GPT-Neo; the rest target different model code paths and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative of the GPT-J output-tracing refactor: it targets the same concrete code path as the other GPT-J variants, has an explicit tracking issue, and includes the related CodeGen copy as well.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall representative because it is the most complete/explicit instance of the shared GPT-J tracing refactor and most clearly captures the intended standardized decorator-based change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same tracking issue alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and different code paths; only the broader output-tracing theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same concrete code path; one PR is effectively a broader/superset variant." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are separate model implementations, so this is not the same fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model code paths (EfficientNet vs GPT-J/CodeGen); shared refactor style is too broad to merge as duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; unrelated concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same high-level pattern only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; different implementation targets." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors for the same model/code path; these look like duplicate or superseding versions." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same initiative, different model path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are separate code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; unrelated concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; same refactor style, different model." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT vs ImageGPT; not the same concrete bug/change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different model paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; only the tracking-theme overlaps." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; different implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; not the same fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; unrelated model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor family, different model." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; not the same change." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different models and code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; not the same bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBert; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; only the output-tracing initiative overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; same family of refactors, but not the same model path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44161", + "accept": false, + "reason": "MPT vs LongT5; different model paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; not the same underlying fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; unrelated models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 vs GPT-Neo; same pattern, different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44154", + "accept": false, + "reason": "ResNet vs Vits; different concrete implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; separate model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs Vits; not the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated concrete fixes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; only the tracing refactor theme is shared." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; different model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet; separate model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly characterizes most items as separate model-specific output-tracing refactors, and the only accepted soft pairs are plausible duplicate/superset variants within GPT-J and GPT-Neo. I did not see an overstated mergeability claim in the accepted pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "96b70376cff42be79e8f1c3255d97ec6c62a7028b6597f06649e7d82937e99e2", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they affect different code paths and should not be merged as duplicates. The cluster is thematically related, not a true duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest single representative because it has an explicit issue target and a fuller, self-contained output-tracing refactor; however, it is still model-specific and not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good duplicate target for the whole cluster. If one must be picked as the most representative change, 44129 is the closest because of its explicit issue link and broader implementation detail.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-capture refactors, but they touch different models and different implementation paths. Same theme, not the same underlying bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with separate forward/output plumbing. They are related refactors, not a single duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert have different model-specific output-tracing code paths. Shared decorator usage is too broad to treat as a duplicate." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are distinct model refactors in different files and code paths; they do not appear to fix the same concrete problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. Both migrate output handling, but not the same code-path bug or change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output-tracing standardization, but for different models and different internal logic. The overlap is thematic rather than duplicate." + } + ] + }, + "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": 31, + "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: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": "cbd8cae8eff134e25d00a60d5ce3b7f156043516e0ca764291d7e76170401d6b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39789, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a batch of similar-looking output-tracing refactors across unrelated model implementations. They share a theme, but not the same concrete bug/change, so the soft pairs should be treated as non-duplicates. No issues are present; PR 44025 is the best representative because it is the broadest multi-file example in the group.", + "confidence": 0.43, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the best canonical representative because it is a substantive multi-file output-tracing refactor in the same style as the rest of the cluster, making it the most central exemplar of the batch.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the strongest overall representative of the cluster: broader than the single-model refactors and clearly part of the same output-tracing cleanup pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; only the refactor theme is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model implementations; same high-level tracing cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different subsystems with no shared concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; similar output-tracing refactor pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "No shared code path; both are just output-tracing refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and files; only the refactor theme overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet and UnivNet are unrelated; no same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; shared theme is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and outputs; not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "No common concrete bug; only similar refactoring style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Distinct encoder-decoder stack vs Mobilenet; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models; same output-tracing umbrella is not enough." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; no plausible single merged PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "CodeGen and vision-text dual encoder are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks and model families; only superficial similarity." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different models with different code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete bug; only the output-tracing refactor motif." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model implementations; not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Unrelated model families; not mergeable as one fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and fixes; similarity is only thematic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen touch different code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models; no same underlying bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are unrelated refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and behavior; just a common refactor style." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision Encoder-Decoder are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model stacks; not the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth estimation vs SuperPoint; no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; same tracing-cleanup theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model implementations and behavior changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision Encoder-Decoder and Speech Encoder-Decoder are separate stacks." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "No common bug; unrelated model code." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and execution paths; not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model families; only the refactor pattern matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44027", + "right": "44029", + "accept": false, + "reason": "Different model code paths; not the same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate subsystems and fixes; no duplicate signal." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete changes in different model families." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR touch different code paths; 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They share some boilerplate files and auto-registry updates, but they do not fix the same underlying problem or implement the same change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and codepaths: PenguinVL implementation vs Voxtral TTS support. Shared docs/auto-registration are generic model-addition boilerplate, not evidence of a duplicate change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are new model integrations, but for unrelated models (PenguinVL vs DeepSeek-OCR-2). They touch similar framework plumbing, yet do not represent the same concrete fix or mergeable PR." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different filenames, tests, and implementation targets. Similar auto-mapping/docs edits are too broad to treat 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": 18, + "component_count": 31, + "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": "2d7f649b02a7d6b6cd77fa94599104f99d452f095e4d8d13424f53dc787fd6cd", + "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 fusion/fused modules, but they target different layers and scopes: #44979 adds a general Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion path via KernelConfig and integration changes. They are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete end-user feature: it wires kernel fusion into model loading/execution through KernelConfig and supporting integration code. #44979 is a lower-level API foundation and not the same deliverable.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative PR for this cluster because it includes the actual end-to-end kernel fusion workflow and example usage, whereas #44979 is only the API groundwork.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but not the same bug/change: #44979 introduces a generic module fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model integration. They 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": 31, + "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": "df08bf72d082e49a5a5851c98a54ef19868296f42de40da44a8e12d85606dc08", + "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 patch the same Mistral regex/pre-tokenizer AttributeError in the same file; 45317 is the more complete version because it includes tests in addition to the code fix.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared upstream bug report both PRs target, so it is the natural canonical issue for this cluster.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and adds test coverage, making it the more complete duplicate/primary patch.", + "best_issue_reason": "No issue artifact is present in the cluster; if selecting by target, 45081 is the shared issue these PRs resolve.", + "best_pr_reason": "45317 is the best PR candidate because it contains the same code-path fix as 45086 plus regression tests, so it is the most merge-ready representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs change the same function in the same file to fix the same AttributeError in _patch_mistral_regex; 45317 is essentially the same fix with added tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 31, + "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": "9e863ca3f46c0521ac225da19e33936cc52efa8df32ad5c1c65a6f7e262cb6b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to Nemotron H but address different changes: #45115 is a structural inheritance/refactor to make NemotronH align with GraniteMoeHybrid-style conversion and model wiring, while #45569 splits the family into separate NemotronH Dense/Sparse model docs and implementations. They overlap in files because they both touch the Nemotron H modeling stack, but they are not the same underlying fix/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate canonical PR: #45569 is the broader family-splitting implementation, but #45115 is a narrower refactor/conversion-mapping update with a different goal.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the most representative PR for the cluster because it makes the larger user-facing architectural change (new Dense/Sparse model split, docs, auto-mappings, and tests).", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related Nemotron H work, but different concrete changes: #45115 focuses on inheritance/conversion mapping for NemotronH, while #45569 introduces separate NemotronHDense/NemotronHSparse model definitions and docs. Shared files alone are not enough to call them the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "8ca345ff352092a16ff2961d9cfa3dd6a601e81791b82cebf5b725872ebdf088", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related but not duplicates: #45333 adds foundational per-layer heterogeneous config support, while #45332 builds on that to add heterogeneous modeling/cache behavior. They share files and theme, but they are different concrete changes.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45333 is the better representative of the shared theme because it introduces the underlying per-layer heterogeneous configuration API that PR #45332 depends on and extends.", + "best_issue_reason": null, + "best_pr_reason": "PR #45333 is the cleanest single representative of the cluster: it focuses on the core config-layer abstraction, whereas #45332 is a broader follow-on that adds modeling behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same change: #45333 adds per-layer config support, while #45332 adds heterogeneous modeling/cache logic on top of that. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 31, + "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": "0a98bfa5e3eab9bde6ad545efcfac718da7b129989f086d08d304a9d15a3e27b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they target different changes: one is a broad repository-wide type-checking cleanup, while the other adds specific protocol/type definitions to support particular code paths. They overlap in a few files, but do not look like the same underlying fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete change: it adds explicit typing/protocol support in _typing.py and related call sites/tests. PR 45415 is a broad type-checking sweep across many files and looks more like a separate cleanup pass than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster\u2019s substantive typing work because it introduces specific type abstractions and targeted code changes. PR 45415 is broader and more mechanical, so it is less suitable as the canonical representative for this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared files and a type-checking theme are not enough: 45415 is a broad pyproject/type-checking sweep across many modules, while 45425 adds specific typing protocols and support for modeling_utils/PEFT-related code paths. They could be merged independently and do not fix the same concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 31, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "30f04877b6f90e78283595dbffabbbdd1ed211e8081280a20392e7ddfecc048f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4857, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: 45513 fixes cached multi-token forward for Qwen3.5/Qwen3-next/OlmoHybrid GDN linear attention, while 46084 fixes Mamba2 cache handling when seq_len > 1. They share a broad caching symptom but not the same code path or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: they target different model families and different cache/forward implementations.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best for the cluster because they are not duplicates; 46084 is more focused and has an explicit issue link, but it fixes a separate Mamba2 bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Reject: the overlap is only a generic cached-forward/seq_len>1 theme. The PRs touch different models, different kernels, and different concrete failure modes, so they 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": "pull_request", + "component_index": 24, + "component_count": 31, + "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": "f0d0702991fc73e450e35c6acffc6f90b2262d08aae3f3d2d07b95fed39086fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch transformer model loading and expert-parallel code, but they address different bugs: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate/serialization, the other fixes experts being overwritten during FSDP2 load/broadcast. They are related in subsystem, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it fixes a concrete, self-contained code-path bug in expert loading/wrapping during distributed model materialization, with clear diff signals in core_model_loading, moe, tensor_parallel, and trainer.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone PR in the cluster: the bug is specific, the failure mode is explicit ('experts silently overwritten by rank-0 broadcast'), and the fix is tightly scoped to the affected distributed-loading path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism and model loading, but they fix different failure modes and code paths: #45548 is about EP + DeepSpeed ZeRO-3 loading/serialization via accelerate launch, while #45662 is about FSDP2/rank-0 broadcast overwriting expert parameters. They would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 31, + "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": "a95c7e43470d5b46c434fc3a08de1ca333db92b8344feeb9518de3e1f71b2890", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging collision bug (issue 45561); 45645 appears to be the broader, more complete version, while 45639 is a narrower subset.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe captured_info fix and also updates the CI/reporting path to read multiple captured_info files, making it the more complete end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the underlying fix: it addresses the same concrete xdist artifact-collision problem as 45639, but also preserves CI debug log collection across multiple worker files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug and same core code path in testing_utils/tests for xdist-safe captured_info handling; 45645 is a broader superset that extends the same fix into CI artifact aggregation." + } + ] + }, + "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": 31, + "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-45670-2", + "nodes": [ + "pull_request:45670", + "pull_request:46320" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320" + ], + "prepared_review_unit_hash": "d1883064239d9ea7e2b5c4d7afa863961eaee3ba99b105b6ab0ce819f8abebdf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4431, + "estimated_input_tokens": 1108, + "estimated_eval_tokens": 2472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one only adds a model-to-AutoModel mapping entry for GLM-ASR, while the other implements RecurrentGemma attention-dispatch support plus related conversion/tests/docs changes.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the more substantive, self-contained change and clearly targets a concrete code-path improvement for RecurrentGemma.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the best representative of the cluster because it has the broader, well-scoped feature fix and multiple supporting changes tied to one bug/feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Reject: these address different models and different problems. 45670 is just an AutoModel registry addition for GLM-ASR, while 46320 adds RecurrentGemma attn_implementation dispatch with conversion and test updates. 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": 27, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "cb2b2715428f03bcd13b13bbf5b4cf8628ad2b9d7e2bf0e1b314f8d6b18dc49c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10795, + "estimated_input_tokens": 2699, + "estimated_eval_tokens": 5654 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10795, + "estimated_input_tokens": 2699, + "estimated_eval_tokens": 5654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate linter/chore PRs for different rules and code paths: TRF003 on model forward signatures, rule 16 on video/image pre-processing flags, and TRF018 modeling-rule docs plus implementation. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46259 is the most representative central change because it introduces a new modeling rule with docs and a broad implementation sweep, making it the clearest standalone linter-rule PR in the set.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46259 is the best overall representative PR: it has the broadest scope, explicit rule documentation, and a clear rule-definition focus, whereas the others are narrower fixes to different rules.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rules and different behaviors: TRF003 changes model forward return_dict handling, while TRF018 is about unused do_* flags in image/video processors. Shared model filenames do not indicate the same underlying change." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Different concrete bug/change: 46023 fixes do_convert_rgb consumption in processor preprocessing, while 46259 adds a new modeling rule and updates many model files. Same linter theme, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 31, + "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": 29, + "component_count": 31, + "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-46073-4", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196", + "pull_request:46317" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46073|pull_request:46317", + "pull_request:46154|pull_request:46196", + "pull_request:46154|pull_request:46317", + "pull_request:46196|pull_request:46317" + ], + "prepared_review_unit_hash": "561c895a6bdd0aaf9201cd4eacdd0ac8cd5f8f76e0f365c0f04112f49d8faf72", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11129, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11129, + "estimated_input_tokens": 2783, + "estimated_eval_tokens": 5822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: all four PRs add SDPA dispatch support, but each targets a different model family and code path (CTRL, T5, wav2vec2/SeamlessM4T variants, Zamba).", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR canonically subsumes the others; they are separate model-specific feature implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the cleanest representative of the cluster: it is narrowly scoped to T5 SDPA dispatch with tests/docs, but it is still distinct from the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Same broad SDPA feature, but different model implementations (CTRL vs T5) and different forward code paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different model families and attention stacks (CTRL vs wav2vec2/SeamlessM4T variants); these are separate fixes, not one underlying change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46317", + "accept": false, + "reason": "CTRL and Zamba are unrelated model-specific SDPA dispatch additions with different code paths; not the same change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA dispatch support, but for different architectures and files; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46317", + "accept": false, + "reason": "T5 and Zamba require different integration points and tests; they are separate model-specific PRs." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46317", + "accept": false, + "reason": "Distinct model families and implementations; similar feature theme does not make them the same underlying code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "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": "e84a9c3332f859ce1d4aa705e7e865859c1da2f8ad65fa683ea32ffe894c8d22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch overlapping distributed/tensor-parallel files, but they are not the same change: one is a focused EP + Trainer integration, the other is a broad distributed branch base spanning FSDP, tensor parallel, MoE, CI, and core loading code.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical candidate because it describes a specific feature slice (EP + Trainer integration on top of DistributedConfig) and its changes are concentrated around the relevant tensor-parallel/distributed paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best PR for this cluster because it is narrower and more directly tied to a concrete code-path change, whereas PR #46269 is a large umbrella branch with many unrelated distributed updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in some distributed files, but the scope is different. #46126 is a targeted EP/trainer integration change, while #46269 is a broad distributed branch base with FSDP, CI, MoE, and other unrelated edits; they do not look like the same underlying fix and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 31, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "8ef6da9a9290e4e76f6981e315e8403bf9f1caa8eef399e8c449324754729aaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar\u2014both remove file-open-based source inspection\u2014but they target different modules and different code paths, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner representative of the cluster: it addresses a specific source-inspection path in modeling_utils and includes tests, while 46152 is a separate import_utils refactor.", + "best_issue_reason": null, + "best_pr_reason": "46207 is the best standalone PR to keep because it is narrowly scoped, test-backed, and tied to one concrete behavior change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace open()-based source reading, but 46152 changes import_utils traversal logic while 46207 changes _can_set_attn_implementation in modeling_utils; they fix different code paths and do not look mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/manifest.json b/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3ecb0f8589f7ee6c61da6c283c0dcc234bdba074 --- /dev/null +++ b/snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260601t120028z", + "artifacts": { + "hybrid": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-01T12:07:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260601T120028Z", + "variant": "hybrid" +} diff --git a/snapshots/20260601T120028Z/manifest.json b/snapshots/20260601T120028Z/manifest.json index 0677bb396472979e580b4251880c67ed487f0214..64e8c3e110ad2b460c195e9aac07101887f8a2c5 100644 --- a/snapshots/20260601T120028Z/manifest.json +++ b/snapshots/20260601T120028Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1489 }, "extracted_at": "2026-06-01T12:00:28Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260601t120028z", + "runs": { + "hybrid-model-20260601t120028z": { + "analysis_id": "hybrid-model-20260601t120028z", + "artifacts": { + "hybrid": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260601T120028Z/analysis-runs/hybrid-model-20260601t120028z/manifest.json", + "model": null, + "published_at": "2026-06-01T12:07:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260601T120028Z", "watermark": {