diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a756bd51820ec85e6533779ec81015941b1cd644..12defbab4e0cd20a4641ac3aba44bba46efa0d02 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": "20260626T000017Z", - "generated_at": "2026-06-26T00:11:19Z", + "snapshot_id": "20260626T060016Z", + "generated_at": "2026-06-26T06:11:58Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,39 @@ } ] }, + { + "cluster_id": "cluster-46894-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 46894, + "canonical_pr_number": 46895, + "issue_numbers": [ + 46894, + 46897 + ], + "pr_numbers": [ + 46895, + 46898 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46895, + "right_pr_number": 46898, + "code_similarity": 0.306, + "size_similarity": 0.875, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.875, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1844,6 +1877,151 @@ } ] }, + { + "cluster_id": "cluster-46504-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46716, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46563, + 46716 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 14, + 17 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2120,7 +2298,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-4", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46897 + ], + "reason": "Issues in cluster-46894-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -2140,6 +2327,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2219,13 +2415,32 @@ ], "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-4", + "canonical_pr_number": 46895, + "duplicate_pr_numbers": [ + 46898 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-4 are treated as duplicates because they converge on issue #46894 with closing_reference, soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-46894-4", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 5 inbound references.", + "score": 145.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 13eaf06c9839986406d567cdae8dcde9a51bfb7f..3cff58ff14ea3208e79a58cf62cd5e8a26c240f0 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": "20260626T000017Z", - "generated_at": "2026-06-26T00:11:19Z", + "snapshot_id": "20260626T060016Z", + "generated_at": "2026-06-26T06:11:58Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:24643", "issue:30277", @@ -132,20 +132,20 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "cc283db8bc3db9b800a9ac63f78a486422303d6f9c1e5189176389bafc7667f0", + "prepared_review_unit_hash": "69a1dde5d14db1e175d9d0219fc7393b1b9c87a72a3c9619d378d57c0d42f8b4", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46571, + "serialized_chars": 46569, "estimated_input_tokens": 11643, "estimated_eval_tokens": 23542 }, @@ -154,387 +154,357 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few soft edges look like true duplicates, but most are only loosely related by subsystem or error text. Strong matches are the ZeRO-3 BertModel IndexError pair, the Qwen3.5 MoE rotary-embedding state issue pair, and the torch 2.4.1 compatibility pair.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43638 is the clearest representative of the shared DeepSpeed ZeRO-3 IndexError on BertModel loading, with the most explicit reproduction context among the duplicate pair.", + "summary": "Mostly a heterogeneous cluster. The only clear duplicate subcluster is the ZeRO-3 index-out-of-bounds loading failure centered on 43638, with 43596 and 41762 as close variants. The torch 2.4.1 reports are too underspecified to treat as confirmed duplicates here, and the docs items are thematically related but not the same concrete change.", + "confidence": 0.8, + "canonical_issue_reason": "43638 is the best anchor for the shared ZeRO-3 init bug because it states the index-0-out-of-bounds failure cleanly and matches the same concrete loading error seen in 43596 and 41762.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43638 is the best issue anchor for the cluster\u2019s only clear duplicate family here because it states the concrete zero3/BertModel failure most directly and broadly.", + "best_issue_reason": "43638 is the strongest representative issue for the cluster\u2019s actual duplicate-worthy subcluster; it captures the reusable ZeRO-3 loading failure without being tied to one specific model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing Qwen3_5Config field vs streaming chat/completions behavior." + "reason": "Different failures: a missing config attribute vs a streaming chat/completions API problem." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different concrete bugs and backends: AMD GPU failure vs MPS histogram op not implemented." + "reason": "Different backend/device problems: AMD GPU model failure vs an MPS unsupported-op issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Both are device-related, but they are different model paths and different concrete bugs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to AMD GPU device/backend failure." + "reason": "Different dtype/autocast mismatch vs AMD device-map failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms; no shared code-path is evident." + "reason": "Broken official example vs AMD GPU model failure; not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "AMD GPU support issue and GraniteMoE invalid-method bug are not the same defect." + "reason": "Different model/backend failures with no shared concrete code path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under ZeRO-3 is unrelated to ModernBERT ONNX export failure." + "reason": "DeepSpeed collective mismatch is unrelated to the ONNX export error." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export and FineGrainedFP8 model failure are different bugs." + "reason": "Different problems: export failure vs torch-version incompatibility." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs auto device-map cuda assert are different code paths." + "reason": "ONNX export error and auto device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "Task crash vs outdated docs; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup topics, but they reference different removed v5 items and are not the same concrete change." + "reason": "Both are docs cleanup from v5 removals, but they refer to different obsolete references and surfaces." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export-time ONNX failure is unrelated to the GenerationMixin import regression." + "reason": "Export failure vs GenerationMixin import failure are different bugs." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "SFT input-embedding unpacking and resume-training/trust-remote-code are different training flows." + "reason": "Different training issues with only a loose workflow overlap." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are not the same bug." + "reason": "Local-resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask shape mismatch and Gemma4 PLE device mismatch are different forward-pass problems." + "reason": "Different runtime errors: mask-shape mismatch vs device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing errors, but the model/setup and failure modes differ too much to treat as duplicates." + "reason": "Different indexing/shape failures and different code paths." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading bug is unrelated to local-model resume/trust-remote-code behavior." + "reason": "ZeRO-3 loading bug is unrelated to the resume-with-remote-code issue." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures and model contexts; only a generic IndexError wording overlaps." + "reason": "Different shape/index errors; not the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask mismatch issue is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Different multimodal input mismatch problems." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different model families and errors; no shared underlying bug is clear." + "reason": "Different model and different error condition." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue and Nemotron example breakage are unrelated." + "reason": "Different model-loading/training issues with no shared concrete failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to training resume/trust-remote-code." + "reason": "Video StopIteration bug is unrelated to training-resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Processor preset bug is unrelated to the ONNX export issue." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different distributed-training failures: collective mismatch vs zero3 index error." + "reason": "Both involve DeepSpeed, but the concrete runtime errors and code paths differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 IndexError on BertModel loading; the titles describe the same underlying bug." + "reason": "Same ZeRO-3 loading bug: both report index 0 out of bounds with size 0 during initialization." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." + "reason": "Liger Kernel cross-entropy call is unrelated to the GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save-load mismatch are not the same defect." + "reason": "Tokenizer detokenization and LoRA merge/save reproducibility are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA output mismatch are unrelated." + "reason": "Different inference/runtime issue vs LoRA merge mismatch." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class/config_class errors." + "reason": "Processor failure and remote-code config_class error are different problems." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." + "reason": "Different model families and different device-map failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to a mask shape IndexError." + "reason": "FSDP checkpoint recomputation mismatch is unrelated to the mask-shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed weight-dimension error and collective mismatch are different distributed-training bugs." + "reason": "Both are DeepSpeed-related, but they are different concrete runtime failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3_5MoE rotary-embedding/offload materialization bug; both describe the same broken inv_freq handling." + "accept": false, + "reason": "Same model class, but different failure modes: CPU offload incompatibility vs uninitialized buffer after materialization." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram operator limitation is unrelated to YOLO auto device-mapping." + "reason": "Different hardware/backend issues with no shared bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BertModel ZeRO-3 loading bug and GPT-OSS tensor-parallel issue are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:36331", - "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to CustomTrainer.compute_loss signature changes." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "No common underlying bug; ZeRO-3 Bert loading and GPT-OSS TP failure differ." - }, - { - "left": "issue:43716", - "right": "issue:45507", - "accept": false, - "reason": "Different models and backends; no shared code path is evident." - }, - { - "left": "issue:44292", - "right": "issue:45237", - "accept": false, - "reason": "Qwen NVFP4 runtime error and GPT-OSS AMD GPU issue are unrelated." - }, - { - "left": "issue:45874", - "right": "issue:46294", - "accept": false, - "reason": "Reverse embedding lookup and video chat-template token mismatch are different issues." - }, - { - "left": "issue:39290", - "right": "issue:45081", - "accept": false, - "reason": "Gemma3 vLLM config attribute error and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; 45800 just names the paired transformers version too." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different Gemma4 problems." + "reason": "ZeRO-3 loading bug is unrelated to the tensor-parallel MoE failure." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch version incompatibility and Qwen NVFP4 runtime error are not the same bug." + "reason": "Torch version incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "Activation-checkpointing FSDP issue and Qwen auto device-map cuda assert are unrelated." + "reason": "Different distributed-training failures." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different failures." + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram backend issue." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing failure is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Different model-specific runtime errors." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and symptoms; only broad dtype/runtime language overlaps." + "reason": "Different dtype/runtime issues with different models." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Different model pipelines and different failures." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error and Qwen3.5 SFT embedding-unpack issue are different code paths." + "reason": "Different Qwen-family bugs and different failure modes." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoE invalid method and MPS histogram op limitation are unrelated." + "reason": "Invalid-method bug is unrelated to the MPS histogram limitation." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different error types." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-unpacking bug is unrelated to the GPT-OSS tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failure modes; no duplicate evidence." + "reason": "Different device/backend issues." }, { "left": "issue:41762", "right": "issue:43638", - "accept": false, - "reason": "Both are zero3 IndexErrors, but the model families and failure contexts differ too much to confirm the same bug." + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds loading failure; the model differs, but the initialization bug appears shared." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy usage and TRL SFT unpacking failure are unrelated." + "reason": "Different training/inference paths and different errors." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues from v5 removals, but they refer to different obsolete references and are not the same concrete doc bug." + "reason": "Both are v5 docs regressions, but they cover different removed references and different doc surfaces." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram implementation gap." + "reason": "Same rejection as above: different dtype bug vs MPS backend issue." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different failures in different parts of the stack; not a duplicate." + "reason": "Different bugs and different model paths." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Distributed collective mismatch and trainer signature incompatibility are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." + "reason": "Activation-checkpointing/FSDP issue is unrelated to the GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU model runtime issue and outdated RAG examples are unrelated." + "reason": "GPU model failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape indexing error are different bugs." + "reason": "Different runtime errors with no shared concrete bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "These both mention torch 2.4.1 incompatibility, but the available descriptions are too thin to confirm the same concrete bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The writeup is grounded in the packet and stays conservative on the soft edges. The three accepted pairs are well-supported by near-identical titles/body context (ZeRO-3 BertModel IndexError, Qwen3.5 MoE rotary/offload issue, and torch 2.4.1 incompatibility). The rejected pairs are generally cautious and do not overclaim duplication from broad subsystem similarity alone." + "accept": false, + "feedback": "The ZeRO-3 duplicate judgments are well grounded, but the summary overreaches by saying the torch 2.4.1 incompatibility reports also look like true duplicates without actually supporting that with a verdict, and that pair is not clearly justified in the output. The cluster is heterogeneous overall, but the claim about additional duplicate-worthy edges is not conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -550,7 +520,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36010", "issue:39290", @@ -619,8 +589,8 @@ "issue:45020|issue:46304", "issue:45812|issue:45920", "issue:43866|issue:44863", - "issue:44292|issue:46015", "issue:43872|issue:46304", + "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -645,20 +615,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "80730317596364e0c2c5ac60321f0120ff53925e88ebaa1fcdcc477e31d43faf", + "prepared_review_unit_hash": "c094a17fc5e06c5526deda751a43a1368c9aec67050720b7106d81145412b9d9", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40042, + "serialized_chars": 40044, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -667,273 +637,273 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated Transformers regressions and compatibility bugs, but there are two clear duplicate-style pairs: the ZeRO-3 empty-indexing failures and the AutoTokenizer v5 token-ID regression reports. Most other items only share broad subsystems or symptom patterns, not the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the better canonical issue because it captures the broader AutoTokenizer v5 regression across multiple model families, making it the best umbrella for the duplicate set.", + "summary": "The cluster is mostly heterogeneous and spans many unrelated model-load, config, tokenizer, and runtime regressions. Only a couple of soft edges look like true duplicates: the DeepSpeed ZeRO-3 index-0 loading failure and the v5 AutoTokenizer token-ID regression.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45920 is the best anchor because it captures a broad, clearly described v5 tokenizer regression across multiple models, making it more representative than the narrower Granite-only variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest single report to anchor on because it is a concrete, high-signal description of the token-ID regression with a clear v4\u2192v5 change, even though issue:45920 is the broader umbrella.", + "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set: broad impact, concrete symptom, and clear regression scope make it the most useful cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different failures: checkpoint corruption vs missing weight loading in a different model family." + "reason": "Different failure modes: corrupted Ovis2 checkpoint vs. missing text-encoder weights in Sam3Model." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are compatibility complaints, but one is torch-version breakage and the other is a USE_DISTRIBUTED=0 support regression." + "reason": "Both mention version incompatibility, but the concrete problems are different: torch/transformers mismatch vs. USE_DISTRIBUTED=0 breakage." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM PaddleOCR-VL loading failure is unrelated to the distributed build/runtime regression." + "reason": "Unrelated code paths and symptoms: PaddleOCR-VL loading in vLLM vs. distributed build/runtime support in transformers." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both describe the same ZeRO-3 loading IndexError on size-0 tensors; only the affected model differs." + "reason": "Same DeepSpeed ZeRO-3 loading/init failure pattern with the identical out-of-bounds index-0 signature; likely the same underlying bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 auto device-map CUDA assert are different code paths." + "reason": "Different models and different errors: missing Gemma3 config attribute in vLLM vs. Qwen3 auto device-map cuda assert." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs problems, but they refer to different outdated API references and not the same change." + "reason": "Both are docs-related, but they refer to different documentation regressions and unrelated content." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the distributed build breakage." + "reason": "No shared bug: Float8 storage lookup error vs. distributed support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU execution failure and table-question-answering crash are unrelated subsystems." + "reason": "Completely different areas: AMD GPU support for GPT-OSS vs. table-question-answering task crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and RAG docs update are different issues entirely." + "reason": "Different topics: detokenization regression vs. outdated RAG examples." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Qwen3 VL video token handling are unrelated." + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to Qwen3-VL video StopIteration." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve Qwen3 variants, but one is a device-map forward mismatch and the other is a video chat-template/token-count mismatch." + "reason": "Both are multimodal/model-specific, but the failures are different: device mismatch in Gemma4 vs. video feature/token mismatch in Qwen3.5." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model-specific bugs." + "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are unrelated model-path bugs." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and NVFP4 compatibility are not the same underlying failure." + "reason": "Checkpoint corruption and NVFP4/ModelOpt compatibility are different problem classes." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH loading failure is unrelated to RAG example documentation." + "reason": "Model checkpoint loading issue vs. documentation examples issue." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is broader, but the concrete failure differs from the USE_DISTRIBUTED=0 regression." + "reason": "Both are regressions in recent versions, but one is remote_code breakage and the other is USE_DISTRIBUTED=0 support; different code paths." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer token-ID regression, just reported on different model sets." + "reason": "Same underlying AutoTokenizer regression: wrong token IDs in v5; 45812 is a model-specific instance of the broader bug in 45920." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and checkpoint loading failure are different issues with different root causes." + "reason": "Different model-loading failures with different symptoms and likely different root causes." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs work." + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to the distributed support regression." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility is a separate third-party API issue." + "reason": "Qwen NVFP4 runtime failure and RAG docs issues are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue." + "reason": "Both mention sliding_window, but the model families and failure modes differ too much to treat as the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexError reports with ZeRO-3, but the error shapes and model contexts differ." + "reason": "Both are IndexErrors, but the reported shapes and contexts differ; not enough evidence of one root cause." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." + "reason": "Whisper model runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading bug is not the same as a corrupted Ovis2 checkpoint." + "reason": "Both involve loading models, but one is a unit-test loading failure and the other is a corrupted checkpoint; no clear shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 compatibility and pydantic PretrainedConfig breakage are different compatibility surfaces." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table QA crash do not share a code path." + "reason": "Detokenization regression and table QA crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading/run failure and pydantic model breakage are unrelated." + "reason": "Whisper runtime issue is unrelated to the pydantic config regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 IndexError and torch 2.4.1/transformers 5.8.0 incompatibility are different failures." + "reason": "DeepSpeed ZeRO-3 index error and torch/transformers incompatibility are different bugs." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions failure are separate chat-path bugs." + "reason": "Both involve Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Torch dynamo tracing on Mixtral and multi-GPU YOLO device-map auto are different execution paths." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime failure is unrelated to table QA crashing." + "reason": "Different model/runtime domains with no shared code path." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 config attr error and Gemma4 device-map mismatch are different model-specific regressions." + "reason": "Gemma3 config/vLLM sliding-window issue and Gemma4 device mismatch are different bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram Int error are unrelated." + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram op not implemented for Int error." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated import/config issues." + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and MPS histogram Int failure are different backend bugs." + "reason": "Different subsystems and different errors: torch-dynamo grouped_mm vs. MPS histogram support." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is not the same as the autocast dtype mismatch." + "reason": "Both touch MoE-ish model execution, but grouped_mm tracing and autocast dtype mismatch are distinct failures." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug and corrupted Ovis2 checkpoint are different model-loading problems." + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure do not share the same bug." + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different model-path problems." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both mention indexing errors, but the reported tensor mismatch differs from the ZeRO-3 empty-dimension load failure." + "reason": "Both are IndexErrors, but the detailed signatures and contexts differ; not enough evidence they share a root cause." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code config_class errors are separate issues." + "reason": "Flash-attn fallback gating and remote-code model_class/config_class errors are different loader issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + "reason": "Missing StableLmConfig field and a generalized pydantic PretrainedConfig regression are not the same concrete bug." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device-map forward mismatch are different problems." + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly grounded, but not quite precise enough. The summary overstates that the AutoTokenizer v5 regression is the only strong duplicate-style overlap: the ZeRO-3 IndexError pair (issue:41762 / issue:43596) is also accepted and looks comparably close. Also, issue:45812 is a reasonable anchor, but issue:45920 is the broader AutoTokenizer v5 report, so the canonical-issue rationale is a bit shaky. The soft-edge verdicts are otherwise conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well supported by the issue titles: the DeepSpeed ZeRO-3 index-0 loading failures and the v5 AutoTokenizer wrong-token-ID regression. The rest of the pairwise rejections are appropriately cautious given the limited evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -949,7 +919,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:39186", "issue:40990", @@ -1021,8 +991,8 @@ "issue:43716|issue:44918", "issue:39186|issue:44918", "issue:40990|issue:44960", - "issue:43645|issue:45399", "issue:45632|issue:45698", + "issue:43645|issue:45399", "issue:43404|issue:45005", "issue:42915|issue:45399", "issue:44530|issue:45005", @@ -1033,20 +1003,20 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "b32d94adac83b967ab9162a447fbda36ec90b978b95334ff5d03172d1aa702d4", + "prepared_review_unit_hash": "9d16edbb64130966277d981448bcd12abef1cad2822faa4b8213403241b5ea62", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36886, + "serialized_chars": 36887, "estimated_input_tokens": 9222, "estimated_eval_tokens": 18700 }, @@ -1055,204 +1025,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated closed issues. The only plausible duplicate pair is the Qwen video-input regression around 44479/46294; the rest are distinct bugs across different models, loaders, validation paths, and regressions. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44479 is the best canonical anchor because it is the broadest concrete regression in the set and it plausibly subsumes the matching Qwen video-input failure reported in 46294.", + "summary": "The set is mostly heterogeneous. The clearest likely duplicate groups are the validation-error pair, the remote-code/custom-module loading pair, and the Qwen3.5 video-input regression pair; most other soft pairs are different bugs in different code paths.", + "confidence": 0.66, + "canonical_issue_reason": "45183 is the broadest root-cause report here: it describes the shared `input_ids`/`inputs_embeds` validation path and naturally subsumes the more specific T5 decoder-validation report.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest representative issue: it describes a broader Qwen video-input regression, while most other items are unrelated one-off bugs.", + "best_issue_reason": "45698 is the strongest overall issue candidate: it is open, has multiple inbound references, and describes a concrete `from_pretrained`/`save_pretrained` custom-module loading failure with clear user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different targets: PaddleOCR-VL model loading in vLLM vs GGUF gpt-oss architecture support." + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs adding GGUF support for gpt-oss." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention model/quantization behavior, but one is int4 OOM/memory accounting and the other is tied weights in translation models." + "reason": "Unrelated bugs: int4 quantization memory/OOM vs tied-weights handling in translation models." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a TRL SFT embedding-unpacking failure." + "reason": "Both are index errors, but they affect different code paths and symptoms: mask/tensor length mismatch vs TRL SFT embedding unpacking." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths: torch-dynamo grouped_mm tracing on Mixtral vs tensor-parallel support for GPT-OSS MoE." + "reason": "Different MoE issues: torch-dynamo tracing with grouped_mm vs tensor-parallel setup for GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as Qwen3.5 streaming chat/completions failure." + "reason": "Distinct multimodal/runtime bugs: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated problems." + "reason": "No shared code path; one is gpt-oss GGUF architecture support, the other is Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different breakages: unexpected init_empty_weights argument vs pydantic PretrainedConfig field regression." + "reason": "Different regressions: `init_empty_weights` argument handling vs pydantic `PretrainedConfig` field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is unrelated to the pydantic PretrainedConfig regression." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic/config-model regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors, but the affected paths and failure causes are different." + "reason": "Both are IndexErrors, but they arise from different shape/indexing bugs in different models and setups." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both involve version compatibility, but one is remote_code model breakage and the other is a torch 2.4.1/transformers 5.8.0 incompatibility." + "reason": "Broad remote-code compatibility breakage vs a specific torch/transformers version incompatibility are not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different modalities and symptoms: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." + "reason": "Both are multimodal input issues, but image-preprocessor dtype mismatch and video token/feature count mismatch are different failures." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2 behavior, but one reports worse text embeddings and the other nonsensical AutoModel/pipeline output; not clearly the same concrete bug." + "accept": true, + "reason": "Both report the same SigLIP2 regression as degraded/incorrect model outputs for the same family, just from different user entry points." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "These describe the same Qwen video-input regression: 44479 is the broader regression, and 46294 is the concrete apply_chat_template video token/feature mismatch manifestation." + "reason": "Same Qwen3.5-family video-input regression; the apply_chat_template token/feature mismatch is a specific manifestation of the broader broken video path." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Unrelated bugs: Nemotron example breakage vs YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different model families and bugs: composite Qwen config unwrapping vs Qwen3.5 MoE rotary embedding materialization memory issue." + "reason": "Different Qwen multimodal issues: `text_config` unwrapping in `from_config` vs uninitialized rotary embedding memory after materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/Bert initialization index error is unrelated to the trust_remote_code resume/custom-module loading problem." + "reason": "Different loader/initialization failures: DeepSpeed ZeRO-3 index error vs resuming training with trust-remote-code models." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model AttributeError are different failures." + "reason": "Different code paths: Flash Attention 2 problem vs remote-code `model_class` missing `config_class`." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3.5 embedding unpacking under TRL are different bugs." + "reason": "Different model families and mechanics: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality error and Qwen3.5 TRL embedding unpacking are unrelated." + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRL embedding unpacking." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b is a distinct issue from the GLM5 report." - }, - { - "left": "issue:43645", - "right": "issue:45399", - "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." + "reason": "Perplexity-on-WikiText and GLM5 are not the same underlying issue." }, { "left": "issue:45632", "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote-code/custom-module resolution problem where a local or saved model can resolve the wrong module because the path/cache key is not unique enough." + }, + { + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a leaf-directory cache collision and the other is wrong module loading after save_pretrained; not the same concrete bug." + "reason": "Jupyter custom-model initialization and Flash Attention 2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight regression in Mistral3ForConditionalGeneration is a different model/path than tied weights on translation models." + "reason": "Tied `lm_head` weights in Mistral3 is a different model-specific bug from translation-model tied-weights behavior in v5." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn fallback checks." + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model issues." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is not the same as translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied weights in translation models." + "reason": "Quantization offloading behavior and tied-weights translation-model issues do not share a concrete code path." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed transformers run command." + "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed run command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "These are unrelated documentation/cache-strategy typo reports." + "reason": "These are both documentation/wording problems, but they are different docs changes, not the same bug or change." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure and tied-weight translation regressions are different problems." + "reason": "NemotronH checkpoint loading and translation-model tied-weights handling are different failures." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but 45183 is about input_ids/inputs_embeds XOR logic while 46463 is T5 decoder-input validation." + "accept": true, + "reason": "Same validation/error-message bug class: the broad XOR `input_ids`/`inputs_embeds` issue clearly covers the T5 decoder-validation report." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions for different model families; no shared concrete code-path is evident." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:46463", + "right": "issue:46463", + "accept": false, + "reason": "Duplicate self-pair is not considered." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The summary stays within the packet evidence, and the one accepted soft-edge pair (44479/46294) is plausibly the same Qwen video-input regression without overclaiming. No PR-pair mergeability issue is present." + "feedback": "Grounded in the packet overall, and the soft-edge accepts are phrased conservatively enough. The canonical issue and best-issue picks are supported by the titles/activity shown." }, "evaluator_used": true, "retried": false, @@ -1271,7 +1247,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:24643", "issue:28530", @@ -1355,20 +1331,20 @@ "issue:43782|issue:44960", "issue:45685|issue:45823" ], - "prepared_review_unit_hash": "1be9fcf6ef7a18006c41688245af158bd693191011d477909dcb9edcd5cc3f9a", + "prepared_review_unit_hash": "01ba915be17a8c9fb31dd1834a34d6266fdd205e8e50e5c1b1a8da1aed72eac5", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37029, + "serialized_chars": 37032, "estimated_input_tokens": 9258, "estimated_eval_tokens": 18772 }, @@ -1377,204 +1353,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there are a few clear duplicate subgroups. The strongest one is the Transformers v5 non-persistent-buffer regression, with a second clear subgroup around StaticCache.get_seq_length() returning the wrong type, plus a smaller tokenizer-regression pair. No PRs are present.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43950 is the clearest and broadest report of the non-persistent-buffer regression in Transformers 5.x, and it has the richest description of the underlying failure mode shared by nearby duplicates.", + "summary": "This cluster is mostly heterogeneous: many unrelated issue reports spanning tokenizer/model-loading regressions, model-specific runtime errors, and a few v5-era regressions. Only a small subset looks like true duplicates, centered on non-persistent buffer materialization and StaticCache sequence-length return-type bugs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43950 is the strongest anchor because it describes the broad underlying regression in non-persistent buffer handling, and it also matches two close variants in the cluster. The rest of the items are too diverse to support one universal canonical beyond that theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best representative for the main duplicate cluster because it captures the core bug directly and broadly, while related reports are narrower manifestations of the same regression.", + "best_issue_reason": "Issue 43950 is the best issue candidate overall: it is clearly phrased, broad enough to represent the underlying bug class, and has the strongest duplicate-like ties to other items in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different failures: tokenizer detokenization regression vs a Qwen NVFP4 load/runtime error; no shared concrete code path." + "reason": "Different models and different failures: DeepSeek detokenization vs Qwen NVFP4 runtime error. Same broad area, but not the same bug." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated model/trainer unpacking issue vs an invalid-method call in GraniteMoEHybrid." + "reason": "Unrelated model/training errors. No shared code-path or concrete underlying defect." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers being populated with junk in Transformers 5.x." + "reason": "Both report the same regression: non-persistent buffers are mishandled / filled with junk in Transformers v5." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Different problems: doc example errors/quantization mismatch vs quality degradation in text embeddings." + "reason": "Docs-example failures are not the same issue as degraded SigLIP2 text embeddings." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Both involve remote-code/config loading, but the reported failures are different and not clearly the same bug." + "reason": "AutoConfig missing fields with trust_remote_code is a different problem from non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths: custom trainer loss signature mismatch vs DeepSpeed ZeRO-3 model loading failure." + "reason": "Different training/inference paths and unrelated exception types." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Unrelated bitsandbytes incompatibility vs missing Float8 storage type error." + "reason": "Both involve quantization/storage internals, but the concrete failures and code paths differ." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different Qwen/Phi runtime issues; one is an autocast dtype mismatch, the other is a position_ids/SDPA-induced training instability." + "reason": "Different models and different failure modes; no evidence of the same underlying bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same bug: StaticCache.get_seq_length() returns a tensor instead of an int, breaking downstream arithmetic." + "reason": "These describe the same StaticCache get_seq_length return-type bug, with 46858 being a concrete downstream breakage of the same contract violation." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer regression family; 46489 explicitly describes a gap in the broader v5 tokenizer fix covered by 45920." + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-ID regression." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Both mention tokenization/model quality, but they are different symptoms and not the same concrete bug." + "reason": "One is a SigLIP2 quality/discrepancy report; the other is a generic tokenizer-version change issue." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different SigLIP2 issues: zero probabilities vs poorer embeddings; no evidence of one underlying defect." + "reason": "Similar model family, but zero probabilities and worse text embeddings are not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same underlying non-persistent-buffer materialization bug, surfaced through a specific inv_freq buffer after meta->to_empty(cuda)." + "reason": "Both point to incorrect handling of non-persistent buffers during loading/materialization; 45902 is a specific manifestation of the same regression." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures: bad tokenizer error message vs missing all_tied_weights_keys attribute." + "reason": "Bad tokenizer error reporting for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both concern SigLIP2, but one is embedding quality and the other is HF/JAX implementation discrepancy; not the same bug." + "reason": "Both are SigLIP2-related, but one is a quality complaint and the other is an implementation discrepancy vs JAX; not the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both are Qwen3.5-related, but one is FlashAttention crash on 3D position_ids and the other is CPU-offload incompatibility in rotary embedding." + "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are different issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different performance regressions: LoRA gradient checkpointing behavior vs int4 quantization memory growth." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization OOM." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with no shared concrete failure path." + "reason": "Completely different models and exceptions." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different subsystems: Gemma4 FSDP2 shared_kv_states bug vs non-persistent-buffer initialization corruption." + "reason": "FSDP2 shared_kv_states rebuilding is unrelated to non-persistent buffer initialization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." + "reason": "Generic loading noise is not the same as a specific model load failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Different problems: tokenizer output mismatch vs import-time flash_attn lookup error." + "reason": "Different failures: tokenizer detokenization vs flash_attn import/key lookup on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Noise/logging complaint vs inability to load a specific model; unrelated." + "reason": "Both mention loading, but they are separate model-specific reports." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different memory-related issues in different model/training contexts; no shared concrete bug." + "reason": "Different memory-related problems with different causes." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Unrelated training/DeepSpeed error vs early stopping metric handling." + "reason": "Training with DeepSpeed weight-dimension error is unrelated to early-stopping metric configuration." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig output and the other is a broader compatibility regression." + "reason": "Both involve remote_code behavior, but one is missing fields in AutoConfig and the other is a broader compatibility regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model-loading/runtime failures with no shared code path." + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs FlashAttention2 fallback gating; unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback gating are separate issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export model symbol issue vs bitsandbytes parameter constructor incompatibility." + "reason": "Model import failure and bitsandbytes Int8Params API mismatch are unrelated." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model classes and different failures." + "reason": "Different model failures with different root causes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and failure modes; not the same bug." + "reason": "Qwen3VL weight_only loading and GLM5 are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different device/backends issues: MPS histogram support vs device mismatch in Gemma4 PLE." + "reason": "MPS histogram dtype support and Gemma4 device-mapping mismatch are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs are well supported by the issue titles/descriptions: the non-persistent-buffer regression cluster (43950/44534/45902), the StaticCache get_seq_length type bug (45987/46858), and the tokenizer regression family (45920/46489). The rejected pairs are also generally conservative given the differing failure modes. No PR-pair mergeability issues apply because there are no PRs in the packet." + "feedback": "The summary is grounded in the packet and stays conservative about the weak links. The two accepted soft pairs are well supported by their titles, and the canonical issue choice is reasonable for the non-persistent-buffer regression theme. I don\u2019t see any clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -1593,7 +1569,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:24643", "issue:30064", @@ -1651,10 +1627,10 @@ "issue:42491|issue:44368", "issue:43828|issue:45823", "issue:45020|issue:45356", - "issue:46894|issue:46897", "issue:45715|issue:46315", "issue:43827|issue:44509", "issue:45488|issue:46489", + "issue:46894|issue:46897", "issue:43872|issue:46869", "issue:43404|issue:43950", "issue:45759|issue:46661", @@ -1675,214 +1651,214 @@ "issue:44530|issue:44863", "issue:44863|issue:46402" ], - "prepared_review_unit_hash": "4f77b723e74d269ba070237e8dfc36291eb5742a471a0cded8c680dc02e74b8a", + "prepared_review_unit_hash": "05beb8344f882acafea9c909f11a83a705c7a138ee5eecaac8f42091b4ea8a0c", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 37084, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "serialized_chars": 37085, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions. I only see a few true duplicate pairs: two docs cleanups about removed v5 pipeline tasks, two reports of the same `_is_hf_initialized` / `Int8Params.__new__` loading error, and two reports of the same mask-shape `IndexError`.", - "confidence": 0.69, - "canonical_issue_reason": "Issue #45020 is the best single representative because it is the broadest and most central of the model-loading / tokenizer-regression reports, and several other nearby items are in that same general area. It is not a perfect duplicate of the whole cluster, but it is the strongest canonical issue candidate.", + "summary": "This cluster is mostly heterogeneous. The strongest true-duplicate pairs are the docs cleanup issues, the DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. Most other pairs only share a broad subsystem or error shape and look like different concrete bugs.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45488 is the best canonical anchor for the tokenizer-regression subgroup because it explains the root tokenizer behavior change and broader DeepSeek impact more clearly than the follow-up reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45020 has the strongest cluster-wide fit: it describes a broad regression affecting recent Transformers releases and remote-code model loading, which is the most central theme among the candidates. The other issues are mostly narrower, model-specific regressions or unrelated bugs.", + "best_issue_reason": "issue:45488 is the most representative issue overall in this cluster: it states the underlying failure mechanism, affected family, and user-visible regression clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failure modes: tokenizer regex crash vs flash-attn fallback gating. Same ecosystem, but not the same bug." + "reason": "Same flash-attn vicinity, but one is a Mistral tokenizer regex crash and the other is a fallback-selection check; different failure paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "One is a broad remote-code regression, the other is a Gemma4 PLE device-map mismatch; different code paths." + "reason": "Remote-code model loading regression vs Gemma4 PLE device-mapping mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` / `TOKENIZER_MAPPING_NAMES` is a different tokenizer-registration bug from remote-code loading regressions." + "reason": "One is add-new-model-like / TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code loading regression; different code paths." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility breakage and a tie-word-embeddings warning are related only by theme, not by the same defect." + "reason": "Both mention Qwen3/LoRA-related behavior, but one is a hf4.x\u2192hf5.x load incompatibility and the other is a gradient-checkpointing warning; not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Both are dtype/device issues, but they affect different models and different mechanisms (`autocast` vs `device_map='auto'`)." + "reason": "Autocast dtype mismatch vs device_map auto placement mismatch; unrelated concrete failures." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Tokenizer regression for Kimi-K2.5 is distinct from the broader remote-code breakage in #45020." - }, - { - "left": "issue:46894", - "right": "issue:46897", - "accept": false, - "reason": "Both mention a double-shift pattern, but they are separate model reports with no clear evidence of the same exact code-path bug." + "reason": "Remote-code loading break vs Kimi tokenizer codec handling regression; different bugs." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "These are opposite-direction tokenizer performance regressions (`convert_ids_to_tokens` vs `convert_tokens_to_ids`), not the same issue." + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different APIs and fixes." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report the same docs regression: v5 removed pipeline tasks, but the docs still mention summarization/translation pipeline usage." + "reason": "Both report the same docs cleanup problem: stale pipeline-task references removed in v5 but still mentioned in documentation." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer-output regressions, but they involve different model families and different underlying tokenizer changes." + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek models; the second reads like a follow-up gap in the earlier fix." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported on two different models, with the same underlying shift logic at fault." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes `Int8Params` incompatibility is unrelated to YOLO multi-GPU device-map failures." + "reason": "Bitsandbytes Int8Params compatibility issue vs YOLO multi-GPU device_map auto failure; different model-loading problems." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "`lm_head` tying and non-persistent buffer corruption are different model-state loading bugs." + "reason": "Untied lm_head in Mistral3 vs silent corruption of non-persistent buffers; unrelated regressions." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both concern model/config loading, but one is `from_config` unwrapping and the other is remote-code `config_class` lookup; not the same bug." + "reason": "Both involve auto-model loading, but one is composite config unwrapping and the other is a remote-code config_class AttributeError; different code paths." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "These describe the same `_is_hf_initialized` / `Int8Params.__new__` TypeError during model loading with `init_empty_weights`/bitsandbytes." + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights construction; not the same bug." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Remote-code breakage and missing `config_class` are related only broadly; the failure points differ." + "reason": "Remote-code models are involved in both, but the failures differ: broad remote_code breakage vs missing config_class in AutoModel.from_pretrained." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper failing to run may involve feature extraction, but the evidence is too thin to treat this as the same bug as `_torch_extract_fbank_features`." + "reason": "Different audio/model-loading failures: Whisper model cannot run vs _torch_extract_fbank_features issue." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading failures on different models; one is an error-message issue, the other is a hard failure." + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading and gradient averaging are distinct problems in different stages of training." + "reason": "DeepSpeed-related, but one is missing Qwen3 MOE weight conversion and the other is GAS gradient averaging with loss kwargs; different bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both involve gradient checkpointing, but one is PEFT LoRA ineffective checkpointing and the other is a missing support flag on a remote-code variant." + "reason": "Gradient-checkpointing/PEFT issue vs missing supports_gradient_checkpointing on a trust_remote_code model; not the same failure." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "`compute_loss` signature mismatch and mask/tensor shape mismatch are unrelated runtime errors." + "reason": "Trainer compute_loss signature break vs mask/tensor shape mismatch; unrelated." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared code-path bug is evident." + "reason": "Different model-loading failures for different architectures; no shared concrete code path is evident." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both mention Qwen3 / ZeRO-3 weight loading, but the reported failures are not specific enough to confirm a single duplicate bug." + "reason": "Both are ZeRO-3 weight-loading failures in Qwen3-family models, but the variants and missing-weight symptoms differ enough that this looks related, not duplicate." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model-loading reports, but they concern different models and different symptoms." + "reason": "Bad tokenizer error message for Voxtral vs failure to load cjvt/sleng-bert; different model/tokenizer issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Catastrophic RLHF NaNs from position-id / SDPA behavior is unrelated to a flash-attention `s_aux=None` crash." + "reason": "RLHF NaN/gradient-explosion problem vs flash_attention crash on sink-less models; different root causes." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same `IndexError` family with a mask length not matching the indexed tensor length; these look like duplicate reports of the same bug." + "accept": false, + "reason": "Both show a mask/index shape mismatch, but the reports are too generic and do not establish the same underlying bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related regressions, but they affect different model families and error modes (`StopIteration` vs broader video-input regression)." + "reason": "Both are video-related Qwen regressions, but one is a broad input regression across several models and the other is a specific StopIteration in Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void-segmentation-map preprocessing are unrelated issues." + "reason": "DeepSpeed training weight-shape error vs image processor void segmentation map failure; unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache `linear_attention` failure and NemotronH checkpoint loading are different subsystems and different bugs." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; different code paths and symptoms." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Two separate checkpoint-loading failures for different models; no clear same underlying defect." + "reason": "Both are model-loading issues, but they affect different model families and failure modes." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The three accepted soft-edge pairs are well-supported by the titles and issue descriptions: the docs pipeline cleanup pair, the `_is_hf_initialized` / `Int8Params.__new__` loading error pair, and the mask-shape `IndexError` pair. The rejected pairs are also framed cautiously without overstating duplicate evidence. The canonical issue choice is reasonable for this noisy cluster." + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are well-supported by the titles/descriptions: docs cleanup, DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. The rejected soft edges also read as distinct bugs rather than duplicates, with reasons that do not overclaim. " }, "evaluator_used": true, "retried": false, @@ -1901,7 +1877,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36010", "issue:38175", @@ -1957,8 +1933,8 @@ "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:43531", - "issue:45663|issue:45823", "issue:43638|issue:46515", + "issue:45663|issue:45823", "issue:44155|issue:45584", "issue:43366|issue:44589", "issue:43824|issue:43957", @@ -1979,8 +1955,8 @@ "issue:38175|issue:43994", "issue:44560|issue:44805", "issue:45672|issue:46899", - "issue:43632|issue:45834", "issue:44877|issue:45030", + "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:42491|issue:43720", @@ -1989,232 +1965,238 @@ "issue:38175|issue:39692", "issue:43644|issue:44534" ], - "prepared_review_unit_hash": "cd34126b14ce4f63f0c414bf3bd09627141e56e0215e3ab44137fa735c8d060a", + "prepared_review_unit_hash": "e2931603f215ad385ddc2a65d734ff7b8e11f3f087822789415c0a5a8b322819", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38336, - "estimated_input_tokens": 9584, - "estimated_eval_tokens": 19424 + "serialized_chars": 38343, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not one single duplicate cluster; it splits into several small, unrelated bug groups. The strongest accepted duplicate groups are SigLIP2 wrong-output reports, the Transformers v5 non-persistent-buffer regression, the Gemma4 4-bit multimodal dtype-cast regression, and the custom-model init regression.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 38175 is the best anchor among the provided items because it sits in the strongest duplicate mini-cluster (with 43994 and 39692) and captures a concrete, reproducible SigLIP2 wrong-output failure.", + "summary": "Mostly heterogeneous issues with a few clear duplicate pockets: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and Gemma4 4-bit multimodal dtype-cast failures.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue because it states a broad, concrete Transformers v5 regression and has an exact duplicate in the set (issue:44534).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 38175 is the most representative issue in this set because it has the clearest duplicate linkage and a model-specific symptom that matches the shared root cause across the accepted SigLIP2 reports.", + "best_issue_reason": "issue:43644 is the best issue anchor for the duplicate cluster since it describes the underlying regression most directly and broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different failures and different model families: GGUF architecture support vs a Phi-tiny-MoE dtype mismatch." + "reason": "Different models and failure modes: GGUF/gpt-oss support vs a Phi MoE dtype mismatch." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "A Deepspeed ZeRO-3 BertModel index error is not the same bug as a torch 2.4.1 compatibility issue." + "reason": "Both mention loading/runtime breakage, but the concrete problems are unrelated (Bert zero3 index error vs torch 2.4.1 incompatibility)." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "These are different code paths and models: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding memory materialization." + "reason": "Different code paths: Qwen2.5-VL rope index scaling vs Qwen3 MoE rotary embedding uninitialized memory." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated problems: gpt-oss GGUF support vs a Qwen3-MoE sliding_window bug." + "reason": "Unrelated Qwen3-MoE sliding-window bug vs a GGUF gpt-oss support request." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Same model family, but different concrete bugs: FSDP2 shared_kv_states rebuild vs device_map=\"auto\" device mismatch." + "reason": "A specific Bert zero3 index error is not the same as a general torch-version incompatibility." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Different underlying issues: ZeRO-3/BertModel indexing vs general torch version incompatibility." + "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device mismatch in PLE." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: AudioFlamingo token/embedding leakage vs Whisper empty-transcription handling." + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and a Float8 storage lookup error are unrelated." + "reason": "No underlying overlap beyond being model/runtime issues; one is GGUF support, the other Float8 storage loading." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Importing a missing class and meta-device loading regressions are different problems." + "reason": "Import error for a specific class vs meta-device loading failures; not the same concrete bug." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 long-input index error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and meta-device loading issues do not share the same code path." + "reason": "Qwen3-MoE FP8 config failure is a different issue than meta-device loading breakage." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "These are different attention/cache bugs: Qwen3.5 flash-attn position_ids misinterpretation vs static-cache seq_length arithmetic." + "reason": "Both involve sequence/cache internals, but the failing mechanics differ: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are not the same bug." + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Both report the same Transformers v5 custom-model initialization regression; one is a notebook-specific manifestation." + "reason": "Same underlying custom model initialization regression; the Jupyter-specific report is a manifestation of the broader breakage." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/code-path failures: Bamba torch.compile SDPA vs Qwen3.5 flash-attention packed-position handling." + "reason": "Different attention/compile failures on different models; no shared concrete code-path problem." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "A video-processing StopIteration and an MPS Int histogram failure are unrelated." + "reason": "Completely different subsystems: Qwen3-VL video handling vs MPS histogram on Int in MoE." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script execution problem is not the same as GGUF support for gpt-oss." + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version issues: flex_attention on torch>=2.9 vs torch 2.4.1 incompatibility." + "reason": "torch>=2.9 compiled flex_attention failure is not the same as torch 2.4.1 incompatibility." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "These are different Qwen3-related failures and not the same concrete bug." + "reason": "Different Qwen3.5 bugs: video processing StopIteration vs SFT embedding unpacking." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3MoE FP8 failure are unrelated." + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failures are unrelated." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and are described as separate failures." + "reason": "Both are tokenizer regressions, but on different model families and likely different root causes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device placement mismatch is not the same issue as a torch version incompatibility." + "reason": "Gemma4 device-map forward mismatch is unrelated to generic torch 2.4.1 incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping logic and Gemma4 forward device mismatch are unrelated." + "reason": "Config/mapping generation failure is not the same bug as Gemma4 device placement mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model and same wrong-output symptom family; both point to the same underlying model/processor mismatch regression." + "accept": false, + "reason": "Same SigLIP2 model, but the reports describe different symptoms and enough distinct behavior to avoid collapsing them." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different bugs." + "reason": "Video StopIteration and a tensor mask shape mismatch are different failures." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Both describe the same Gemma4 4-bit multimodal quantization/dtype-cast failure affecting audio/vision modules." + "reason": "Both point to the same Gemma4 4-bit multimodal dtype-cast problem affecting audio/vision embedders." }, { - "left": "issue:43632", - "right": "issue:45834", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR indexing are unrelated." + "reason": "Both are config-validation related, but they concern different models and loading paths." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43632", + "right": "issue:45834", "accept": false, - "reason": "Both involve stricter config validation, but they are different models and do not look like the same concrete bug." + "reason": "_is_hf_initialized regression is unrelated to the Kosmos2.5 OCR index error." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert index errors and add-new-model-like tokenizer mapping failures are unrelated." + "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping model registration." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but they arise in different shapes and loading/training contexts." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload dequantized loading and Strix Halo mmap OOM are different memory/load problems." }, { "left": "issue:38175", "right": "issue:39692", - "accept": true, - "reason": "Same SigLIP2 base-patch16-224 family and same underlying model/processor mismatch, with 39692 describing a documentation manifestation." + "accept": false, + "reason": "Same SigLIP2 area, but one is runtime zero probabilities and the other is a documentation-example mismatch/quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These are the same Transformers v5 regression: non-persistent buffers are being filled/corrupted with junk during loading." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "device_map/offload loading failure and Strix Halo mmap OOM are different problems." + "reason": "Exact same Transformers v5 non-persistent-buffer corruption regression." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are plausible duplicate matches by title and symptom, and the rejected pairs are appropriately separated by model family or failure mode. No obvious evidence overstatement stands out." + "feedback": "The conclusions are grounded in the packet and the conservative soft-edge calls look appropriate. The two accepted pairs are plausibly mergeable single-bugfix duplicates (43645/43646 and 45672/46899), and 43644/44534 is an exact duplicate. The summary stays appropriately cautious about the rest being heterogeneous." }, "evaluator_used": true, "retried": false, @@ -2233,7 +2215,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:39692", "issue:41720", @@ -2251,7 +2233,6 @@ "issue:43957", "issue:43994", "issue:44075", - "issue:44079", "issue:44155", "issue:44164", "issue:44291", @@ -2280,8 +2261,9 @@ "issue:46459", "issue:46468", "issue:46512", - "issue:46829", - "issue:46846" + "issue:46846", + "issue:46897", + "issue:46901" ], "soft_pairs": [ "issue:42491|issue:45276", @@ -2289,8 +2271,8 @@ "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:44960|issue:44977", - "issue:46459|issue:46512", "issue:44863|issue:46846", + "issue:46459|issue:46512", "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:44488|issue:44991", @@ -2304,6 +2286,7 @@ "issue:43854|issue:43931", "issue:42491|issue:45335", "issue:44960|issue:46050", + "issue:46897|issue:46901", "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:45276|issue:45335", @@ -2312,227 +2295,223 @@ "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:43425|issue:43957", - "issue:41720|issue:44155", - "issue:44079|issue:46829" + "issue:41720|issue:44155" ], - "prepared_review_unit_hash": "1fe36132354a823425f115c573adac9d7bbcdecdbf8b83049506d31ef51c37e8", + "prepared_review_unit_hash": "e1f4a4b90a000be27cd0bb2b103cb9e7b4cfb2feee415f176925f3ba24bc474a", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36123, - "estimated_input_tokens": 9031, - "estimated_eval_tokens": 18318 + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated issue reports. The only clear duplicate families are v5 loading/tokenizer regressions across BERT-like checkpoints, and a resize_token_embeddings propagation bug across Gemma4/T5Gemma variants.", - "confidence": 0.64, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "issue:44488 is the best representative of the largest coherent subcluster: several reports describe v5 failing to load BERT-like checkpoints/tokenizers across different repos, and this issue is broad enough to anchor that regression family.", - "best_pr_reason": null, + "summary": "This cluster is mostly a similarity-only grab bag of distinct Transformers bugs/regressions; none of the soft pairs look like the same underlying fix, so there is no safe canonical duplicate target.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue safely covers the cluster: the items span unrelated models, APIs, and failure modes (loading, quantization, training, tokenizer, flash-attn, checkpointing).", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No clear global best issue exists; the closest candidates are still model-specific and do not subsume the rest of the cluster.", + "best_pr_reason": "No pull requests are present to evaluate.", "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different bugs: LoRA compatibility on Qwen3-MoE vs Gemma4 resize_token_embeddings propagation." + "reason": "Different bugs: LoRA compatibility across HF versions vs gemma4 resize_token_embeddings not updating tied embeddings." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different failure modes and model paths: auto device mapping cuda assert vs FineGrainedFP8Config on Qwen3-MoE." + "reason": "Different failure modes and models: Qwen3 auto device mapping cudaErrorAssert vs Qwen3Moe FP8 config failure." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated problems: FP8 config failure vs mmap-related OOM on Strix Halo." + "reason": "Unrelated: FP8 config failure on Qwen3Moe vs mmap-related OOM on Strix Halo." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the current/latest version failing to load BERT-like checkpoints; likely the same v5 loading regression." + "accept": false, + "reason": "Similar surface symptom, but different model targets and likely different loading paths; not enough to treat as one bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM5 issue vs Qwen3.5 flash-attention generation bug." + "reason": "Different model families and issues: GLM5 vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:44863", + "right": "issue:46846", "accept": false, - "reason": "Related to dtype handling, but one is ignored on loading composite checkpoints and the other leaves config.dtype stale after from_config; not the same bug." + "reason": "Different code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "Different models and code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading behavior and the other is from_config metadata staleness; not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is ZeRO-3 load failure and the other is save_pretrained key regression; not the same underlying defect." + "reason": "Distinct Qwen3.5 regressions: ZeRO-3 load failure vs incorrect save_pretrained key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Completely different reports: GraniteMoEHybrid invalid method vs Nemotron example breakage." + "reason": "Different projects/features: GraniteMoEHybrid invalid method call vs broken official Nemotron example." }, { "left": "issue:44488", "right": "issue:44991", - "accept": true, - "reason": "Both point to a v5 tokenizer/model-loading regression on specific BERT-style repos; same underlying load failure family." + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different repos and likely different root causes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffer initialization and the other is notebook/custom-model init behavior." + "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization junk and the other is Jupyter custom-model initialization." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different failures: Qwen3-MoE LoRA compatibility vs resize_token_embeddings not affecting output_embeddings." + "reason": "Different problems: LoRA cross-version compatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch plus quantization failure and the other is incorrect inference results with AutoModel/pipeline." + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and the other is nonsensical inference results; not clearly the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and bugs: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash load issue." + "reason": "Different models and failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Different topics: Qwen3 MoE training memory inefficiency vs quantization offloading behavior." + "reason": "Different resource issues: Qwen3 MoE training memory use vs quantization offloading behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization reserved-memory/OOM regression." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume step math is unrelated to SGD optimizer arguments being ignored." + "reason": "Completely different areas: Trainer resume/max_steps calculation vs optimizer SGD arguments being ignored." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with different causes: GLM-4.7-Flash unit test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Different model-loading failures on different checkpoints and causes." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different bugs: Qwen3-MoE LoRA compatibility vs T5Gemma resize_token_embeddings propagation." + "reason": "Different resize_token_embeddings targets and model families; not the same underlying bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different problems: GLM5 vs quantized model save/load with sinq." + "reason": "Different failure class: GLM5 issue vs quantized model save/load corruption after sinq." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same broad pattern but not the same concrete bug or code path; these are model-specific double-shift issues in different architectures." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer classes and different failure mechanisms." + "reason": "Related tokenizer regression theme, but one is LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer wrong IDs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + "reason": "Different crashes and subsystems: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same underlying resize_token_embeddings regression: model-specific embedding/output modules are not updated after resizing." + "accept": false, + "reason": "Different model families and different embeddings not being updated by resize_token_embeddings." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Related to loading/saving, but extra_state handling and unexpected _is_hf_initialized are separate bugs." + "reason": "Both touch save/load, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized argument mismatch." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures: packed-sequence misinterpretation vs s_aux=None crash on sink-less models." + "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different issue classes: tokenizer vocab-size mismatch vs model/tokenizer loading regression." + "reason": "Different model-specific loading failures; only broad symptom overlap." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Unrelated: SigLIP2 docs example errors vs GLM5 model issue." + "reason": "Unrelated: SigLIP2 docs/inference issue vs GLM5 issue." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different compatibility problems: Torch 2.10 vs meta-device loading regressions." + "reason": "Torch 2.10 compatibility vs meta-device loading breakage are different regressions." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different model-specific bugs: Qwen3 auto device mapping crash vs AudioFlamingo3 batched inference leakage." - }, - { - "left": "issue:44079", - "right": "issue:46829", - "accept": false, - "reason": "Different output/model classes: ModelOutput key assignment bug vs VideoPrism hidden_states return bug." + "reason": "Different models and mechanisms: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference token/embedding leak." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The two accepted duplicate families are supported by the packet: 44451/44488/44991 form a plausible v5 loading/tokenizer regression cluster, and 45276/45335 clearly share the resize_token_embeddings propagation bug. The rejected pairs mostly stay appropriately separated by model, component, or failure mode." - }, - "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 }, @@ -2547,7 +2526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36010", "issue:39404", @@ -2565,6 +2544,7 @@ "issue:43854", "issue:43873", "issue:43957", + "issue:44079", "issue:44155", "issue:44164", "issue:44291", @@ -2587,23 +2567,23 @@ "issue:45663", "issue:45684", "issue:45698", - "issue:45701", "issue:45704", "issue:45759", - "issue:45812", "issue:45823", "issue:45859", - "issue:46315", "issue:46326", "issue:46468", - "issue:46491" + "issue:46829", + "issue:46894", + "issue:46901" ], "soft_pairs": [ "issue:45663|issue:45759", "issue:43404|issue:43454", + "issue:44079|issue:46829", "issue:43873|issue:44387", - "issue:42947|issue:45704", "issue:44291|issue:44756", + "issue:42947|issue:45704", "issue:44292|issue:44912", "issue:36010|issue:39404", "issue:45663|issue:45859", @@ -2622,80 +2602,84 @@ "issue:42796|issue:46326", "issue:43854|issue:45216", "issue:45292|issue:45335", + "issue:46894|issue:46901", "issue:44402|issue:44451", "issue:43828|issue:43957", "issue:43646|issue:43708", "issue:43645|issue:44164", "issue:44589|issue:44756", - "issue:43425|issue:43828", - "issue:46315|issue:46491", - "issue:45812|issue:46315", - "issue:39404|issue:45701" + "issue:43425|issue:43828" ], - "prepared_review_unit_hash": "b4fcd2f16b23d6a66fea38cee914616bc91a82669850364a764fbf42296a752e", + "prepared_review_unit_hash": "be9b54547357d4655d0a46e9df9bc2be3c871d38765b6ba935576608087d6a20", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37421, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "soft_pair_count": 31, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains many unrelated bugs. The only clear duplicate family is the resize_token_embeddings regression around output/decoder embeddings (Gemma4 / T5Gemma / generic output_embeddings reports).", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45292 is the broadest, most central report in the resize_token_embeddings family; it best represents the shared embedding-resize regression that also shows up in the Gemma4 and T5Gemma variants.", + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs across unrelated models and subsystems. Only one near-duplicate family stands out clearly: the resize_token_embeddings propagation bug around Gemma4/output embeddings. Everything else looks like separate issues rather than mergeable duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it describes the resize_token_embeddings propagation problem more completely and subsumes the narrower output_embeddings-only report in 45292.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best overall issue representative only because it captures the common resize_token_embeddings symptom most directly; otherwise the cluster is too diverse to have a strong single canonical.", + "best_issue_reason": "issue:45276 is the strongest representative of the only clear duplicate family in the set: it is broader, more actionable, and still concrete about the failing code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model areas and failures: FSDP2 shared_kv_states KeyError vs AutoModelForCausalLM config unwrapping." + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states reconstruction vs Qwen multimodal config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are lm_head tie-weight problems, but they affect different model families and likely different code paths." + "reason": "Same symptom class (lm_head tying) but different models and likely different code paths." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Both mention quantization/offloading and OOM, but one is offloading behavior and the other is reserved-memory growth; not the same bug." + "reason": "Both are output-shape/output-field bugs, but they affect different APIs and artifacts." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Unrelated problems: gradient checkpointing with LoRA vs T5 using apex.FusedRMSNorm memory leak." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 OOM regression." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Different subsystems: init_empty_weights/_is_hf_initialized loading error vs mmap-related OOM on Strix Halo." + "reason": "Unrelated failures: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: gradient checkpointing/LoRA vs apex RMSNorm memory leak." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different failures: init_empty_weights TypeError vs MXFP4 quantization falling back to bf16." + "reason": "Different models and quantization formats; no shared concrete bug is evident." }, { "left": "issue:36010", @@ -2707,157 +2691,145 @@ "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 attention state bug and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "Both are model-specific runtime bugs, but the failure modes and code paths differ." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "int4 quantization OOM and disabling mmap on Strix Halo are different causes and code paths." + "reason": "Both mention OOM, but one is quantization memory accounting and the other is mmap on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Different gradient-checkpointing complaints: ineffective with LoRA vs disallowed in eval mode." + "reason": "Related to gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak and Gemma4 PLE device mismatch are unrelated." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-mismatch are unrelated bugs." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading breakage vs mmap/OOM mitigation; no shared concrete bug." + "reason": "Different root causes: meta-device loading vs mmap-related OOM mitigation." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 KeyError." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: both report that model embeddings/output embeddings are not updated correctly." + "reason": "Same resize_token_embeddings propagation bug: 45276 is the broader report and 45292 is the narrower output_embeddings manifestation." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example failing are not clearly the same bug." + "reason": "Same model family, but checkpoint loading failure and broken example are not the same concrete bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are different issues." + "reason": "Video-input regression and strict granite_speech config loading are distinct issues." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient-checkpointing limitation is unrelated to RLHF NaN explosions from Qwen3.5 position IDs." + "reason": "Eval-mode checkpointing restriction and RLHF NaN explosion have different causes." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/from_pretrained handling and Strix Halo mmap OOM are separate problems." + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is wrong-module loading after save_pretrained." + "reason": "Both concern custom-model save/load flows, but one is permissions propagation and the other is wrong module resolution." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "Flash-attention sink-less s_aux=None crash is unrelated to the Gemma4 FSDP2 issue." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both touch tokenizer behavior, but BPE marker handling and continue_final_message are different concrete bugs." + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model-loading test failure for GLM-4.7-Flash and Qwen3.5 save_pretrained regression do not share the same root cause." + "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 checkpoint save_pretrained correctness." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings family: one report is generic output_embeddings, the other is the T5Gemma decoder.embed_tokens symptom." + "accept": false, + "reason": "Similar method name, but different model families and embedding targets; not clearly the same underlying bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss double-shift, but they are separate model reports without evidence of the same code path." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are token/vocab-related, but one is out-of-vocab pad/unk tokens and the other is a model loading failure." + "reason": "Tokenizer vocab mismatch and ScandiBERT loading failure are different issues." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading breakage." + "reason": "Autocast dtype mismatch and meta-device loading failure are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer max_steps calculation on resume are unrelated." + "reason": "Custom model init breakage in 5.0.0 is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model notebook initialization and extra_state save/from_pretrained handling are different bugs." + "reason": "Notebook custom-model initialization breakage and extra_state save/load failure are separate bugs." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to mmap/OOM on Strix Halo." + "reason": "Float8 storage lookup failure is unrelated to the mmap OOM issue." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are not the same concrete issue." - }, - { - "left": "issue:46315", - "right": "issue:46491", - "accept": false, - "reason": "Tokenizer performance regression and leading-space round-trip correctness regression are different behaviors." - }, - { - "left": "issue:45812", - "right": "issue:46315", - "accept": false, - "reason": "Granite token IDs regression and convert_tokens_to_ids slowness are unrelated tokenizer bugs." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline return_language regression and generic tokenization changes are not the same underlying bug." + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pairs are the resize_token_embeddings variants, which are strongly supported by the titles and similarity scores. The rejected pairs are generally framed cautiously and do not overclaim duplicates." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicate pair, issue:45276 vs issue:45292, is well supported by the titles and the high similarity score. The other soft-edge verdicts avoid overstating evidence by requiring more than shared symptoms or broad subsystem overlap. " }, "evaluator_used": true, "retried": false, @@ -2876,13 +2848,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36032", "issue:39404", - "issue:42796", "issue:43299", - "issue:43404", "issue:43425", "issue:43452", "issue:43596", @@ -2898,7 +2868,6 @@ "issue:44079", "issue:44164", "issue:44265", - "issue:44462", "issue:44479", "issue:44488", "issue:44509", @@ -2915,11 +2884,14 @@ "issue:45081", "issue:45084", "issue:45479", + "issue:45701", "issue:45759", + "issue:45812", "issue:45823", "issue:46050", + "issue:46315", "issue:46326", - "issue:46489", + "issue:46491", "issue:46665", "issue:46821", "issue:46869", @@ -2928,6 +2900,9 @@ "issue:46899" ], "soft_pairs": [ + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", "issue:39404|issue:46665", "issue:44530|issue:45084", "issue:43611|issue:43645", @@ -2948,233 +2923,243 @@ "issue:44164|issue:45759", "issue:43906|issue:46326", "issue:43299|issue:43931", - "issue:45479|issue:46894", "issue:44991|issue:45081", "issue:45823|issue:46899", - "issue:45479|issue:46897", + "issue:45479|issue:46894", "issue:43856|issue:44756", + "issue:45479|issue:46897", "issue:43596|issue:44683", "issue:44164|issue:46821", - "issue:44488|issue:45081", "issue:44488|issue:44987", - "issue:43611|issue:43644", - "issue:44462|issue:46489", - "issue:42796|issue:43404" + "issue:44488|issue:45081", + "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "4e1245380586fcec15596b56b9dde90bedbc18b7020aa6e046beef2780c8e5a1", + "prepared_review_unit_hash": "128b2957d1981f82b1a95edb623a39f5d8a265897bccc8710c40774849252d63", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37420, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy grouping of unrelated Transformers v5 regressions and model-specific bugs; none of the soft pairs look like true duplicates. If a representative issue is needed, pick a broad core-loading regression rather than a model-specific report.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43611 is the most general cross-model regression in the set, centered on core Transformers v5 loading behavior (`base_model_prefix`) rather than a single model family or edge case.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated Transformers v5 regressions across tokenization, model loading, quantization, docs, and backend-specific behavior. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items span many different failure modes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best anchor because it describes a broad loading breakage that could plausibly subsume nearby loading-related reports, whereas most other issues are narrowly scoped to one model, one pipeline, or one environment.", + "best_issue_reason": "No global best issue for deduplication: there is no common root cause tying these issues together.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in slow tokenizers vs CodeLlama encode/decode spacing behavior; different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slower convert_tokens_to_ids; same area, different defect." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs broad tokenization changes; not the same bug." + }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline language return behavior and `from_pretrained` inside Python classes are different code paths with different failure modes." + "reason": "Whisper pipeline behavior vs from_pretrained inside Python classes; unrelated code paths." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttention/Qwen3.5 cache crash and a template compilation error are unrelated subsystems and bugs." + "reason": "Qwen3.5 PagedAttentionCache crash vs template compilation error; different failure mechanisms." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is a `base_model_prefix` loading issue and the other is notebook-defined custom-model initialization; not the same defect." + "reason": "base_model_prefix loading regression vs custom model init in notebooks; both v5 issues but not one concrete bug." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Torch version/compiler flex attention failure and Gemma4 device-mapping mismatch are distinct problems." + "reason": "torch>=2.9 flex_attention compilation failure vs Gemma4 device mismatch; unrelated problems." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 compatibility and YOLO multi-GPU `device_map=" + "reason": "Torch 2.10 compatibility issue vs YOLO multi-GPU device_map_auto failure; not the same underlying bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A torch compatibility issue and a Mistral-3 dtype mismatch are not the same underlying bug." + "reason": "General Torch version incompatibility vs Mistral-3 dtype mismatch; different causes." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Generic torch incompatibility and Gemma4 forward device mismatch are different issues." + "reason": "Torch compatibility vs Gemma4 PLE device placement; unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue and a Qwen3.5 paged-attention crash are unrelated." + "reason": "Isolated reproduction of another issue vs Qwen3.5 cache crash; no evidence of same bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both concern docs, but they cover different deprecated pipeline/task mentions and are not the same documentation bug." + "reason": "Different documentation regressions affecting different pipeline/task references." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen VL video-input regression and a mask shape `IndexError` are different failures." + "reason": "Qwen VL video-input regression vs generic mask/index shape error; unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and a template-node compilation error are unrelated." + "reason": "Float8 storage lookup failure vs template-node compilation error; different code paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer loading failure for est-roberta are separate model/tokenizer bugs." + "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for est-roberta; different defects." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and `ModelOutput` key assignment logic are different code paths." + "reason": "SIGLIP2 model/pipeline output issue vs ModelOutput key assignment bug; not the same underlying problem." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` failing on `torch_compilable_check` is unrelated to Perceiver interpolation with non-default image resolution." + "reason": "torch.export/exportability bug vs Perceiver interpolation failure; unrelated model behaviors." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer init conflict and `gguf_file` loading failures affect different loading mechanisms." + "reason": "T5 tokenizer method conflict vs gguf_file loading breakage; distinct loading issues." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; different subsystems." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Sinq save/load breakage and `continue_final_message` on mistral_common tokenizers are distinct tokenizer/model persistence bugs." + "reason": "save/load of sinq-quantized models vs mistral_common continue_final_message bug; unrelated." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` handling in save/from_pretrained and `text_config` unwrapping in composite Qwen configs are different issues." + "reason": "extra_state save/from_pretrained bug vs from_config text_config unwrapping issue; different code paths." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of one bug and a tokenizer continuation bug are not the same defect." + "reason": "Repro issue vs mistral_common tokenizer bug; no shared root cause shown." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading breakage and Qwen3-VL weight-shape mismatch are related only by family name, not by the concrete failure." - }, - { - "left": "issue:45479", - "right": "issue:46894", - "accept": false, - "reason": "Zero-loss classification with `num_labels=1` and ASR double-shift training loss are different training bugs." + "reason": "Both involve Qwen3-VL loading, but one is a MoE loading regression and the other is a specific weight-shape mismatch; too different to merge." }, { - "left": "issue:45081", - "right": "issue:44991", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Mistral regex patch crashing and est-roberta tokenizer loading failure are different tokenizer problems." + "reason": "Different tokenizer-loading failures with different stack traces and fixes." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch during forward and Gemma4 4-bit dtype-cast corruption are distinct multimodal bugs." + "reason": "Gemma4 device mismatch vs unsafe dtype cast in multimodal embedders; different bug classes." }, { "left": "issue:45479", - "right": "issue:46897", + "right": "issue:46894", "accept": false, - "reason": "Sequence-classification loss degenerate to zero and Florence2 double-shift training loss are unrelated." + "reason": "Sequence-classification zero-loss bug vs ASR double-shift training-loss bug; unrelated model heads/tasks." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap OOM avoidance are different memory issues." + "reason": "Qwen3 MoE memory inefficiency vs Strix Halo mmap OOM workaround; not the same issue." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification loss bug vs Florence2 training-loss double-shift bug; different models and failure modes." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel indexing failure and flex_attention compilation failure are unrelated." + "reason": "Zero3/BertModel index error vs flex_attention compilation failure; unrelated." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "`extra_state` serialization and TimesFM `window_size` attribute lookup are different bugs." + "reason": "extra_state serialization bug vs TimesFM window_size AttributeError; different APIs." }, { "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizers, but one is a model load failure and the other is a Mistral regex patch crash; not the same issue." - }, - { - "left": "issue:43611", - "right": "issue:43644", + "right": "issue:44987", "accept": false, - "reason": "Both are v5 regressions, but one concerns `base_model_prefix` loading and the other non-persistent buffer initialization." + "reason": "Two distinct model-loading failures for different checkpoints; no shared root cause evidenced." }, { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` and DeepSeek-Coder v1 producing incorrect output are not the same underlying tokenizer bug." + "reason": "Different loading problems: sleng-bert vs Mistral regex patch crash." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "BPE marker handling in a tokenizer and lm_head weight tying in Mistral3ForConditionalGeneration are unrelated." + "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffers corruption; distinct bugs." } ] }, @@ -3196,19 +3181,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ - "issue:32090", "issue:34567", "issue:36032", "issue:39404", "issue:40444", "issue:40990", "issue:42175", + "issue:42796", "issue:42915", "issue:43262", "issue:43317", "issue:43377", + "issue:43404", "issue:43421", "issue:43452", "issue:43482", @@ -3221,22 +3207,21 @@ "issue:43646", "issue:43716", "issue:43746", - "issue:43792", "issue:43883", "issue:44206", "issue:44220", - "issue:44403", "issue:44451", + "issue:44462", "issue:44488", "issue:44530", "issue:44534", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", "issue:44811", "issue:44987", "issue:44991", - "issue:45081", "issue:45084", "issue:45507", "issue:45584", @@ -3245,28 +3230,30 @@ "issue:46285", "issue:46326", "issue:46402", - "issue:46869" + "issue:46489" ], "soft_pairs": [ + "issue:44462|issue:46489", + "issue:42796|issue:43404", "issue:46285|issue:46402", "issue:36032|issue:42915", - "issue:32090|issue:39404", + "issue:39404|issue:44671", "issue:43716|issue:45084", "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:42915|issue:44530", "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:40990|issue:43421", "issue:43541|issue:45084", - "issue:43644|issue:43646", "issue:43883|issue:44488", + "issue:43644|issue:43646", "issue:43582|issue:43632", "issue:34567|issue:40444", "issue:42175|issue:46178", - "issue:44811|issue:45584", "issue:44206|issue:44220", "issue:40444|issue:46326", + "issue:44811|issue:45584", "issue:43452|issue:43482", "issue:36032|issue:43645", "issue:43317|issue:43482", @@ -3275,239 +3262,226 @@ "issue:43262|issue:43377", "issue:43883|issue:44991", "issue:43746|issue:46326", - "issue:43646|issue:44534", - "issue:45084|issue:46869", - "issue:43792|issue:46869", - "issue:44403|issue:45081", - "issue:43645|issue:44534" + "issue:43646|issue:44534" ], - "prepared_review_unit_hash": "ceaed913e6a6317e7fc14e0af508437b6bd99d7fabfd3a583bbea4a502cca338", + "prepared_review_unit_hash": "7d708b159b28ed4b7f0781f548cf2693eedf20cf6136b4e89849a613f016e1b5", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37251, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 30, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers/ML loading regressions were grouped by superficial title similarity. I found one clear duplicate-like area around the Transformers v5 non-persistent buffer regression, but the rest do not look like the same underlying bug.", - "confidence": 0.38, - "canonical_issue_reason": "issue:44534 is the clearest, most concrete report in the set: it names a specific Transformers v5 regression and a specific failure mode (non-persistent buffers being filled with junk).", + "summary": "Mostly unrelated issue set, with a few believable duplicate clusters around tokenizer/GGUF/audio loading paths. I only accepted soft edges when the titles point to the same concrete failure path, not just the same subsystem.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer-loading regression cluster: it states the root behavior directly and is echoed by nearby model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the best representative issue because it is precise, version-scoped, and describes a single actionable bug rather than a broad loading/error symptom.", + "best_issue_reason": "issue:44462 is the best overall issue to anchor the cluster because it is concrete, broadly applicable, and easiest to map to the shared tokenizer-loading failures seen in the strongest adjacent reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 reads as a specific remaining gap after PR #44801 rather than the same bug as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different failure modes." + }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Both involve model structure/loading regressions, but they affect different models and different failure modes; not the same underlying bug." + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are unrelated." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated code paths." + "reason": "T5Tokenizer method-name conflict and Qwen3Moe FP8 config failure are different bugs." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are different bugs." + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM output issues are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image-preprocessor dtype mismatch and template compilation errors do not share the same code path." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU positional-encoding issue in XLNet and Qwen3.5Moe CPU-offload issue are different model-specific bugs." + "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device-related bugs." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping failure and compiled flex_attention failure are unrelated changes." + "reason": "Tokenizer-mapping registration failure and compiled flex_attention regression are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code missing fields and PagedAttentionCache linear_attention crash are different issues." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different failures." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "High perplexity on a model and runtime post-processor update behavior do not share the same code-path bug." + "reason": "Both are model-loading complaints, but the titles do not indicate the same underlying bug or path." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache invalid group type are distinct problems." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are distinct issues." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Both are model-loading failures, but one is model-specific and the other is a broader version regression; insufficient evidence they are the same bug." + "reason": "Perplexity regression and runtime special-token post-processor update are not the same bug." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing failure and non-template-node compilation failure are unrelated." + "reason": "Torch dynamo grouped_mm tracing error and template compilation error are unrelated." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about buffer contents and the other about custom model initialization; different underlying bugs." + "reason": "Missing all_tied_weights_keys and tokenizer loading for a specific model are different problems." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Different models and different load failures; no shared concrete bug." + "reason": "The buffer-junk regression and the broad custom-model initialization failure may be related in theme, but the concrete bug is not the same from the titles alone." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token counting and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + "reason": "Trainer token accounting and Qwen2.5-VL multi-image IterableDataset failures are different areas." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Packaging/backend omission and backend-mapping validation error are related only broadly, not the same bug." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both concern Whisper token handling, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens; different symptoms/code paths." + "reason": "Missing tensorflow backend in pip extra and missing tensorflow_text in BACKENDS_MAPPING are related packaging/backend themes, but not the same bug." }, { "left": "issue:44206", "right": "issue:44220", - "accept": false, - "reason": "Both are audio feature extraction issues, but the titles point to different failures and there is not enough evidence they are the same concrete bug." + "accept": true, + "reason": "Both point to the same audio feature-extraction path; one names the unsupported center arg, the other names the failing _torch_extract_fbank_features call." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are unrelated." + "reason": "Multi-image finetuning failure and continue_final_message tokenizer bug are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens and empty-transcription generation after align_special_tokens are similar in topic but not clearly the same underlying failure." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both mention GGUF/loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF regression; not enough evidence of the same underlying bug." + "accept": true, + "reason": "Both are GGUF/from_pretrained loading failures in Transformers v5, with 43482 appearing to be the same loader regression on a specific model." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict and notebook custom-model initialization breakage are unrelated." + "reason": "T5Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and GGUF loading failure are different problems." + "reason": "device_map/offload dequantized-model loading and GGUF loading are different code paths." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures on different models, but no evidence they share the same concrete root cause." + "reason": "Both are model/tokenizer loading failures, but the titles do not show the same concrete root cause." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default and MIMI encoder batching/padding-mask bug are different issues." + "reason": "Audio chat-template sample-rate default and MIMI padding-mask batching bug are different issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different models and different failure modes; not the same bug." + "reason": "Missing tied-weights attribute and tokenizer load failure for a different model are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local-checkpoint loading and mistral_common continue_final_message behavior are unrelated." + "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they describe different failures and code paths; not safe to merge as duplicates." - }, - { - "left": "issue:45084", - "right": "issue:46869", - "accept": false, - "reason": "Template-node compilation error and YOLO multi-GPU device_map auto failure are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:46869", - "accept": false, - "reason": "Whisper run failure and YOLO multi-GPU loading failure are different model-specific bugs." - }, - { - "left": "issue:44403", - "right": "issue:45081", - "accept": false, - "reason": "General loading noise and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are different Transformers v5 regressions." + "reason": "Custom model initialization breakage and non-persistent buffer junk are too broad to treat as the same concrete bug without stronger evidence." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are the strongest same-path matches (audio feature extraction and GGUF loading), while the rejected pairs mostly differ by title-level failure mode. No obvious overstatement of evidence or mergeability issue." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3522,12 +3496,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:41720", "issue:42915", "issue:43089", @@ -3538,10 +3511,11 @@ "issue:43425", "issue:43531", "issue:43540", - "issue:43611", "issue:43632", + "issue:43645", "issue:43716", "issue:43742", + "issue:43792", "issue:43819", "issue:43994", "issue:44008", @@ -3563,17 +3537,21 @@ "issue:44987", "issue:44991", "issue:45081", + "issue:45084", "issue:45216", "issue:45325", "issue:45357", - "issue:45812", "issue:45987", "issue:46315", - "issue:46491", "issue:46821", + "issue:46869", "issue:46899" ], "soft_pairs": [ + "issue:45084|issue:46869", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:44534", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:44464|issue:45987", @@ -3581,8 +3559,8 @@ "issue:44008|issue:46899", "issue:43994|issue:44610", "issue:44987|issue:45081", - "issue:28530|issue:34567", "issue:44451|issue:45081", + "issue:28530|issue:34567", "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44062|issue:44987", @@ -3597,228 +3575,224 @@ "issue:44991|issue:46315", "issue:43531|issue:44877", "issue:43425|issue:44403", - "issue:43716|issue:46899", "issue:43296|issue:43531", - "issue:43611|issue:44534", - "issue:44220|issue:44683", - "issue:40444|issue:45325", - "issue:45812|issue:46491", - "issue:44403|issue:44991" + "issue:43716|issue:46899", + "issue:44220|issue:44683" ], - "prepared_review_unit_hash": "eb0528d68b84bf83da37f005f3ae3bee8cabc16ff28a6dd08341bc7fe4868b50", + "prepared_review_unit_hash": "cf7d58429d91b876855fa74b4e07da1e534cfb5207aa44c16b1781ec2b078cc1", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36880, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "serialized_chars": 36727, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "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, with many distinct v5 regressions around loading, tokenizers, multimodal preprocessing, and generation. Only two pairs look like true duplicates/same-root-cause reports in the same concrete code path.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43611 is the broadest umbrella for the shared theme here: v5 loading/serialization regressions. It is the closest representative of the cluster, though many members are still distinct bugs.", + "summary": "Mostly unrelated issue cluster. I found one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest are different bugs/regressions in different models or code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the broader primary report: Qwen3.5 save_pretrained writes an incorrect checkpoint starting in 5.4.0. issue:45357 looks like a later, narrower follow-up that pinpoints one symptom (incorrect visual encoder keys) of the same save_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single anchor for this cluster because it captures the most general and recurring failure mode (v5 model loading breakage) without overfitting to one narrow model family.", + "best_issue_reason": "issue:45216 is the best canonical issue because it captures the underlying regression at the highest level and predates the more specific follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Different failures and subsystems: a compile/template-node error vs multi-GPU auto device-map failure on YOLO." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated models and symptoms: Whisper runtime failure vs YOLO multi-GPU device-map crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is about noisy logging during model load; the other is a tokenizer regex patch crash. Different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but the concrete problems differ: notebook custom-model init vs non-persistent buffers being filled with junk." + }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Same broad Qwen family, but different bugs: output_hidden_states behavior vs temporal position_id scaling in VL rope indexing." + "reason": "Different Qwen models and different code paths: output_hidden_states behavior vs rope-index/position-id scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are model-specific latent/forward mismatches, but they affect different models and different code paths." + "reason": "Both concern audio model consistency, but one is missing padding-mask support in MIMI encoder and the other is DAC from_latents vs forward mismatch with missing STE." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Generation inconsistency with compiled forward is unrelated to StaticCache.get_seq_length returning the wrong shape/type." + "reason": "Chunked generation/compiled forward inconsistency is not the same bug as StaticCache.get_seq_length returning a tensor instead of an int." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model class and the other is save_pretrained serialization varying by device." + "reason": "Shared lm_head terminology, but one is a weight-tying bug in Mistral3 and the other is device-dependent serialization inconsistency." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal, but the causes differ: variable name collision in Gemma3n vs unsafe dtype casting in Gemma4 embedders." + "reason": "Different multimodal failures: Gemma3n variable collision vs Gemma4 unsafe dtype cast under 4-bit quantization." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both involve processor/model mismatch, but they are different model families and different preprocessing errors." + "reason": "Different models and different symptoms: Siglip2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "One is a broad load failure for a specific repo; the other is a tokenizer regex patch crash. Different bug surfaces and fixes." + "reason": "Tokenizer-loading regression for a specific model is not the same as the Mistral regex patch crash." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Unrelated training early-stopping logic vs TrainerState token counting." + "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer backend_tokenizer AttributeError." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Different models and different tokenizer-loading failures; no shared underlying bug." + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated training bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related and version-sensitive, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized argument handling." + "reason": "Different loading/quantization issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument error." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method-name conflict vs key error loading a different model; not the same defect." + "reason": "Different tokenizer/model-loading failures with no clear shared code path." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Different tokenizer regressions; one is AddedToken special-arg duplication, the other is a model/tokenizer load failure." + "reason": "AddedToken special-argument duplication is a distinct tokenizer construction bug from the EMBEDDIA/est-roberta loading failure." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "torch.export with torch_compilable_check is a different export-time problem from OmDet-Turbo input-size mismatch." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead is a different problem than a cache API return-type bug." + "reason": "Generation performance overhead and StaticCache return-type contract are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both touch FP8, but one is model/config loading and the other is missing storage support during serialization/deserialization." + "reason": "Both mention float8, but one is Qwen3Moe FineGrainedFP8Config failure and the other is missing Float8 storage object; not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal loading/input issues, but they concern different models and different failures." + "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are different multimodal issues." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "These look like the same Qwen VL temporal-position regression: both concern the same rope/position-id code path in v5.3.0 across closely related model variants." + "accept": false, + "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific still-image temporal position_id scaling bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Transformers v5 init-flag breakage is unrelated to TimesFM window_size attribute handling." + "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained serialization bug, with 45357 narrowing it to incorrect visual encoder keys." + "reason": "Both describe the same underlying Qwen3.5 save_pretrained checkpoint corruption; the later issue narrows it to incorrect visual encoder keys." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading regression vs auto device-mapping CUDA assert; unrelated code paths." + "reason": "Tokenizer method-name conflict and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Both involve tokenizers in v5, but one is a load failure and the other is a performance regression in convert_tokens_to_ids." + "reason": "Tokenizer load failure for one model and slow convert_tokens_to_ids performance are different tokenizer bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to granite_speech config strictness." + "reason": "Qwen3-MoE sliding_window behavior and strict Granite Speech config loading are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." - }, - { - "left": "issue:43716", - "right": "issue:46899", - "accept": false, - "reason": "Both involve multimodal dtype concerns, but they are different models and different failures (preprocessor/model mismatch vs 4-bit cast bug)." + "reason": "Torch version incompatibility and noisy transformer loading are not the same change or bug." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43716", + "right": "issue:46899", "accept": false, - "reason": "Both are v5 internal regressions, but base_model_prefix loading and non-persistent buffer initialization are different bugs." + "reason": "Different multimodal dtype/cast bugs in different models; not the same code path." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch; unrelated." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is dataset/finetuning failure with multiple images and the other is temporal position scaling for still images." - }, - { - "left": "issue:45812", - "right": "issue:46491", - "accept": false, - "reason": "Different tokenizer regressions affecting different model families; no shared concrete bug." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Loading noise is not the same as a tokenizer load failure." + "reason": "Audio fbank extraction issue and compiled flex_attention failure on newer torch versions are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it stays high-level about a cluster dominated by diverse loading/tokenizer/multimodal/regression reports, and it does not overclaim strong linkage beyond the two accepted pairs. The soft-edge calls are conservative overall, with the accepted pairs plausibly sharing a root cause and the rejected pairs reasonably treated as distinct bugs." + "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly different bugs, and the only supported duplicate-like pair is issue:45216 / issue:45357, which the titles and timestamps make plausible as the same Qwen3.5 save_pretrained regression with a narrower follow-up. No overclaiming beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -3837,7 +3811,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:33666", "issue:35707", @@ -3859,14 +3833,13 @@ "issue:43582", "issue:43611", "issue:43632", - "issue:43644", "issue:43646", "issue:43746", "issue:43792", - "issue:43818", "issue:43856", "issue:44079", "issue:44291", + "issue:44403", "issue:44462", "issue:44534", "issue:44568", @@ -3874,8 +3847,9 @@ "issue:44756", "issue:44811", "issue:44829", + "issue:44991", "issue:45081", - "issue:45357", + "issue:45325", "issue:45479", "issue:45491", "issue:45538", @@ -3883,15 +3857,19 @@ "issue:45663", "issue:45812", "issue:45923", - "issue:46402", + "issue:46491", "issue:46710", "issue:46821", "issue:46899" ], "soft_pairs": [ + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", "issue:43381|issue:45923", - "issue:43632|issue:44756", "issue:42796|issue:43746", + "issue:43632|issue:44756", "issue:43792|issue:44589", "issue:43404|issue:46899", "issue:33666|issue:40444", @@ -3903,241 +3881,234 @@ "issue:35707|issue:40444", "issue:44079|issue:45663", "issue:43482|issue:45538", - "issue:43632|issue:44534", "issue:43421|issue:44568", + "issue:43632|issue:44534", "issue:43531|issue:44291", "issue:42175|issue:45542", "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:41720|issue:45081", "issue:44079|issue:44534", - "issue:44829|issue:45479", "issue:43377|issue:45491", "issue:43296|issue:46821", - "issue:43818|issue:46402", - "issue:43611|issue:43646", - "issue:43644|issue:44079", - "issue:43818|issue:45357", - "issue:42175|issue:43296" + "issue:44829|issue:45479", + "issue:43611|issue:43646" ], - "prepared_review_unit_hash": "2e3d04c706940b8885cf43377260a9a9f79ddec61f34311796f84bc6c5a2176a", + "prepared_review_unit_hash": "e2a1da77e45b330c6f2979f0a7626206b2bb2fb446d76dbe8dbe97ad89e2ebc3", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36935, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of false-positive similarity matches across unrelated bug reports, with two plausible duplicate subthemes: the Transformers v5 non-persistent-buffer corruption reports and the AutoTokenizer/tokenizer.json regression reports.", - "confidence": 0.62, - "canonical_issue_reason": "43644 is the clearest representative of the v5 non-persistent-buffer regression and has the cleanest near-duplicate wording in the set.", + "summary": "The set is heterogeneous: most items are model- or tokenizer-specific regressions, with a few broad Transformers v5 initialization/loading breakages. The soft pairs are mostly same-subsystem similarity, not true duplicates of the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring theme: Transformers v5 breaking model initialization/loading paths. It\u2019s more general than the narrower model-specific regressions and best captures the common duplicate-triage axis.", "canonical_pr_reason": null, - "best_issue_reason": "Best single anchor for this cluster: it is a concrete, specific regression with strong duplicate-style phrasing, whereas most other items here are only loosely related.", + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is broad, user-facing, and central to the repeated v5 initialization breakage pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing misuse vs missing gradient-checkpointing support on a trust_remote_code model." + "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization; different bugs and fixes." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: multi-image iterable dataset fine-tuning failure vs incorrect rope index scaling for still-image positions." + }, + { + "left": "issue:45812", + "right": "issue:46491", "accept": false, - "reason": "Unrelated failures: `_is_hf_initialized` regression vs Apple Silicon mmap/OOM behavior." + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (Granite token IDs vs CodeLlama leading-space round trip)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated tokenizer/loading issues; one is noisy log output during model load, the other is ignoring tokenizer.json for a specific repo." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but not the same bug: eval-mode restriction vs missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Different model areas and failure modes: tokenizer BPE markers vs PEFT local-checkpoint loading." + "reason": "Different model families and failures: tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions entirely: _is_hf_initialized handling vs mmap being disabled on Strix Halo to avoid OOM." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and Float8 storage lookup error are different code paths." + "reason": "Both are load/runtime errors, but the causes are unrelated: Whisper model execution vs missing Float8 storage registration." }, { "left": "issue:43404", "right": "issue:46899", "accept": false, - "reason": "Different multimodal bugs: lm_head weight tying vs unsafe dtype casting in 4-bit embedders." + "reason": "Both are multimodal model bugs, but the concrete code paths differ: tied lm_head weights vs unsafe dtype casting in 4-bit embedders." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are VL/training issues, but the concrete failures and models differ." + "reason": "Same model family, but different problems: multi-GPU training vs multi-image iterable dataset failure." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Completely unrelated: perplexity regression vs Whisper batch_decode special-token handling." + "reason": "These are not the same bug: perplexity on a text model vs Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` init arg vs missing Float8 storage support are unrelated." + "reason": "Both are version/runtime errors, but one is init_empty_weights/_is_hf_initialized argument handling and the other is Float8 storage lookup." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + "reason": "No shared underlying bug; one is a bad AutoTokenizer error for Voxtral, the other is a TypeError in caching_allocator_warmup on Apple Silicon." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling vs DeepSeek accuracy regression are different problems." + "reason": "Same broad tokenizer/model theme only; one is Ministral tokenizer BPE markers, the other is an accuracy regression in a different model after upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different model-loading regressions with different root causes and models." + "reason": "Different loading failures: Qwen2.5-GGUF compatibility vs missing pad_token_id on Llama4Config." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL iterable dataset failures." + "reason": "Both involve generation/training workflows, but the actual bugs are unrelated: inputs_embeds/past_key_values generation vs multi-image VL fine-tuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states bug are unrelated." + "reason": "No duplicate evidence beyond both being model internals bugs; ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are distinct issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length issue are not the same bug." + "reason": "Different tokenizer/model concerns: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different v5 regressions: `_is_hf_initialized` flag vs non-persistent buffer junk." + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is a specific tokenizer\u2019s add_special_tokens behavior." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Runtime post-processor update bug and add_special_tokens BOS/EOS failure are related to tokenizers but not the same concrete issue." + "reason": "Both are Transformers v5 regressions, but they hit different code paths: initialization flag handling vs buffer serialization/loading." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding-window issue vs init_empty_weights `_is_hf_initialized` TypeError are unrelated." + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs init_empty_weights receiving an unexpected _is_hf_initialized argument." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow packaging/backends, but the concrete packaging and runtime errors differ." + "reason": "Both are backend/dependency packaging issues, but they concern different install scenarios and different missing/incorrect backend behavior." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE memory inefficiency are different issues." + "reason": "Unrelated: device_map auto offload loading failure vs memory inefficiency during Qwen3 MoE training." }, { "left": "issue:44462", "right": "issue:45812", - "accept": true, - "reason": "Same tokenizer regression: AutoTokenizer ignoring tokenizer.json plausibly explains wrong Granite token IDs." + "accept": false, + "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Mistral regex patch crash are unrelated." + "reason": "Different model-specific failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crashing on tokenizer object shape." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug and non-persistent-buffer junk are different regressions." - }, - { - "left": "issue:44829", - "right": "issue:45479", - "accept": false, - "reason": "Different training bugs: flash_attention_3 degeneration vs single-label num_labels=1 zero-loss behavior." + "reason": "Distinct internals regressions: ModelOutput key handling vs non-persistent buffer filling in v5." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Batch-vs-single padding-mask bug in MIMI and Gemma3 NaN embeddings are similar in theme but not the same code-path problem." + "reason": "Both are batching/padding-related, but the affected models and concrete failure modes differ: MIMI encoder padding mask vs Gemma3 sliding-window NaNs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + "reason": "Different model bugs: PaddleOCR-VL load failure in vLLM vs TimesFM window_size AttributeError." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing issue and Sam3Model text-encoder loading are different model bugs." + "reason": "Both concern degenerate classification behavior, but they stem from different mechanisms and models: flash_attention_3 training corruption vs num_labels=1 loss collapse." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 model-loading/init regressions, but the concrete bug reports are distinct and not clearly the same code-path failure." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical duplicate wording: both report Transformers v5 filling non-persistent buffers with junk." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Video-LLaVA issue and Qwen3.5 save_pretrained visual-key regression are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:43296", - "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL loading are unrelated." + "reason": "Both are broad Transformers v5 model-loading regressions, but they describe different concrete breakages and are not the same code-path bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly unrelated similarity matches and only calls out two duplicate-like subthemes that are actually supported by the titles. The accepted pairs are conservative, especially the exact non-persistent-buffer duplicate wording and the AutoTokenizer/tokenizer.json match. No soft-edge verdict appears to overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4152,7 +4123,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:34634", "issue:35707", @@ -4160,52 +4131,55 @@ "issue:40444", "issue:40990", "issue:41720", + "issue:42175", "issue:42796", "issue:42915", - "issue:42947", - "issue:43257", "issue:43262", + "issue:43296", "issue:43377", "issue:43454", "issue:43482", "issue:43493", "issue:43550", "issue:43606", + "issue:43644", "issue:43701", - "issue:43720", "issue:43746", + "issue:43818", "issue:43819", "issue:43828", "issue:43873", "issue:43881", "issue:43994", + "issue:44079", "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", "issue:44488", - "issue:44568", "issue:44610", "issue:44877", - "issue:44898", "issue:45072", "issue:45325", + "issue:45357", "issue:45381", "issue:45584", "issue:45701", "issue:45823", "issue:45834", - "issue:45920", - "issue:45923", - "issue:46209", "issue:46305", "issue:46315", + "issue:46402", "issue:46821" ], "soft_pairs": [ - "issue:44265|issue:45072", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:42175|issue:43296", "issue:43493|issue:43994", + "issue:44265|issue:45072", "issue:40444|issue:45381", "issue:45325|issue:45381", "issue:45325|issue:45834", @@ -4216,9 +4190,9 @@ "issue:43873|issue:45701", "issue:42796|issue:45381", "issue:43606|issue:44265", - "issue:40990|issue:45584", - "issue:43262|issue:43746", "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:40990|issue:45584", "issue:44479|issue:45823", "issue:35707|issue:41720", "issue:43828|issue:46821", @@ -4229,254 +4203,222 @@ "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43377|issue:44610", - "issue:46305|issue:46315", - "issue:43257|issue:45923", - "issue:44568|issue:45920", - "issue:42796|issue:46209", - "issue:43454|issue:45072", - "issue:45823|issue:46821", - "issue:43377|issue:44898", - "issue:43454|issue:43720", - "issue:40990|issue:42947" + "issue:46305|issue:46315" ], - "prepared_review_unit_hash": "70009c22b516d68ceef7da8b2e75408815f70f8cf73d559011231c7dfd02b516", + "prepared_review_unit_hash": "2dbb593cf709dfd2b0d253fd0167265f4dc87d041bcdb0f5744cd57ebffc417f", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38116, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft duplicate looks credible: the two SigLIP2 reports likely describe the same underlying model/implementation regression. The other candidate pairs are mostly adjacent subsystem issues but differ in concrete failure mode, model, or code path, so they should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "Among the SigLIP2 pair, issue 43994 is the better canonical because it is the clearest user-facing regression report with a standard AutoModel/pipeline repro; issue 43493 reads more like a comparative diagnosis of the same mismatch.", + "summary": "Mostly a heterogeneous issue cluster. The only plausible duplicate pair is the Qwen2.5-VL position-id regression in video/image handling; the rest are different models, subsystems, or failure modes and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the clearest representative of the only likely duplicate subcluster: a Qwen2.5-VL temporal/vision position-id bug in the video/image code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43994 is the strongest overall issue candidate here: it is concrete, reproducible, and describes the same SigLIP2 failure in a directly actionable way.", + "best_issue_reason": "issue:45325 is the best standalone issue to anchor the cluster because it is concrete, actionable, and matches the one accepted duplicate-like pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated bugs: buffer initialization junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both mention visual weights, but one is missing temporal attention/shared towers and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are inference/export regressions, but they hit different mechanisms: torch_compilable_check export failure vs bfloat16 dtype mismatch." + "reason": "Different domains: packaging/backend inclusion vs vLLM model loading for PaddleOCR-VL." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing wrong/nonsensical outputs, and the titles point to the same underlying model implementation mismatch." + "accept": false, + "reason": "Same model family, but not enough to prove the same concrete bug; one is HF-vs-JAX discrepancy, the other is a pipeline/AutoModel symptom." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failure paths: torch.export with torch_compilable_check vs bf16 dtype mismatches in inference." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different concrete failures: finetuning with multiple images per prompt vs video vision_position_ids regression." + "reason": "Different Qwen2.5-VL bugs: finetuning multiple images per prompt vs video position-id regression." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Both involve qwen2.5-vl position IDs, but one is a still-image rope scaling bug and the other is a video-input vision_position_ids bug." + "accept": true, + "reason": "Both point to the same Qwen2.5-VL temporal/vision position-id computation bug in the video/image code path, likely the same get_rope_index regression." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Unrelated models and symptoms: Qwen2.5-VL rope/position ID handling versus Kosmos2.5 OCR index errors." + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 long-OCR index error are separate code paths." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie causing garbage generation and the other is device-dependent serialization inconsistency." + "reason": "Both involve lm_head/tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and failure modes: FineGrainedFP8Config on Qwen3Moe vs GGUF loading for Qwen2.5." + "reason": "Different models and errors: FP8 config failure vs GGUF loading failure in transformers v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "TypeError from init_empty_weights has a different cause than strict config blocking granite_speech loading." + "reason": "Unexpected init_empty_weights argument vs strict config loading are unrelated issues." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position ID scaling." + "reason": "Checkpoint-key mismatch is unrelated to Qwen2.5-VL position-id computation." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offload behavior and tokenizer conversion performance are distinct issues." + "reason": "Quantization/offloading behavior and tokenizer performance regression are different bugs." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is not the same bug as qwen2.5-vl video position IDs." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is a different path from torch.export failing on torch_compilable_check models." + "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated symptoms and code paths." + "reason": "Different model-loading failures for unrelated models." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Separate model-loading failures for different models; no shared concrete bug is evident." + "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription failure are different code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are different model-specific failures." + "reason": "Video-input regression across Qwen models vs Gemma4 device-mapping mismatch are not the same bug." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device map cudaErrorAssert." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are different defects." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are unrelated bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors and Qwen2.5-VL multi-image finetuning failures are different issues." + "reason": "SigLIP2 doc-example problems vs Qwen2.5-VL finetuning with multiple images are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Missing lm_head tying in AyaVision is not the same as Bamba torch.compile SDPA failure." + "reason": "AyaVision lm_head tying/serialization and Bamba SDPA torch.compile failures are different issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are different code paths." + "reason": "Both are audio-model bugs, but one is offload device mismatch and the other is DAC latent/forward mismatch; not the same code-path problem." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes are unrelated to torch.export failures." + "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export compiler checks." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device mapping crash and Gemma4 PLE device mismatch are different models and failures." + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI encoder padding-mask inconsistency is unrelated to OmDet processor/model image-size mismatch." + "reason": "MIMI padding-mask batch discrepancy and OmDet-Turbo processor/model size mismatch are unrelated." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming window mask off-by-one and tokenizer conversion slowdown are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Accelerate+deepspeed MOE weight conversion and missing supports_gradient_checkpointing are different bugs." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS issue and the other is broader wrong token IDs across multiple models." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference failing on B200." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "AyaVision tied-weights generation issue and bfloat16 dtype mismatch in CI are distinct problems." - }, - { - "left": "issue:45823", - "right": "issue:46821", - "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "Batched-vs-single MIMI encoder inconsistency is unrelated to Perceiver non-default-resolution failure." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are different defects." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "High perplexity on a language model and LoRA gradient checkpointing ineffectiveness are unrelated." + "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer speed regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft edge is stated cautiously enough. The rejected pairs are conservative and the SigLIP2 pairing is a plausible duplicate based on the titles alone." + "feedback": "Grounded and conservative overall. The cluster is appropriately described as mostly heterogeneous, and the only accepted soft-edge pair (issue:45325 / issue:45381) is supported by the packet\u2019s titles and shared Qwen2.5-VL position-id/video-path symptoms. The rejected pairs are also stated cautiously without overstating equivalence." }, "evaluator_used": true, "retried": false, @@ -4495,7 +4437,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:26413", "issue:28530", @@ -4503,20 +4445,19 @@ "issue:40990", "issue:41720", "issue:42617", + "issue:42796", "issue:42915", + "issue:42947", "issue:43065", - "issue:43295", + "issue:43257", "issue:43317", "issue:43322", - "issue:43404", + "issue:43377", "issue:43450", + "issue:43454", "issue:43526", "issue:43550", "issue:43572", - "issue:43577", - "issue:43606", - "issue:43646", - "issue:43708", "issue:43720", "issue:43749", "issue:43873", @@ -4526,8 +4467,7 @@ "issue:44387", "issue:44466", "issue:44534", - "issue:44610", - "issue:44734", + "issue:44568", "issue:44756", "issue:44877", "issue:44898", @@ -4535,18 +4475,28 @@ "issue:44991", "issue:45072", "issue:45357", - "issue:45685", "issue:45701", "issue:45704", "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", "issue:46050", + "issue:46209", "issue:46402", "issue:46612", - "issue:46665", "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", "issue:42617|issue:42915", "issue:43526|issue:43883", "issue:43317|issue:43873", @@ -4567,240 +4517,224 @@ "issue:44186|issue:45072", "issue:26413|issue:28530", "issue:41720|issue:42617", - "issue:43550|issue:43720", "issue:43873|issue:44756", - "issue:46612|issue:46858", - "issue:43577|issue:43708", - "issue:43295|issue:45701", - "issue:45685|issue:46821", - "issue:43550|issue:43606", - "issue:44186|issue:44610", - "issue:43646|issue:46665", - "issue:43404|issue:45357", - "issue:44734|issue:46858", - "issue:44610|issue:44898", - "issue:42915|issue:43317" + "issue:43550|issue:43720", + "issue:46612|issue:46858" ], - "prepared_review_unit_hash": "ea4770aedc370f6d7854308a6b8180f8773a249d176a1e5511591783b571c52f", + "prepared_review_unit_hash": "a3076e7ac5d9ebc321d71751fdf557bd4272a5143a4a2328c0393f126be40621", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37628, - "estimated_input_tokens": 9407, - "estimated_eval_tokens": 19070 + "soft_pair_count": 31, + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports spanning Trainer resume logic, quantization/offloading, model loading, tokenizers, processors, and generation. None of the soft edges look like true duplicates, so I would not merge any of the candidate pairs.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43873 is the best available anchor because it has the broadest offloading/quantization scope and the most discussion/inbound references among the loading/memory-related reports, but it is still not a duplicate of the others.", + "summary": "These items are mostly unrelated bug reports spanning tokenization, loading, quantization, generation, and training. None of the soft pairs look like the same underlying defect closely enough to merge or dedupe, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the best umbrella issue because it describes a broad v5 regression affecting tokenization across multiple models, making it the most general and reusable tracker in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative of the cluster's recurring model-loading/offloading theme and has the highest signal, even though the cluster itself is not a single duplicate set.", + "best_issue_reason": "issue:45920 is the strongest canonical issue candidate: it has the widest blast radius, concrete repro scope across several models, and reads like a real cross-model regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Different failures: 3d_parallel.py runtime problem vs Qwen3Moe FineGrainedFP8Config error." + "reason": "Different failures: one is MoE weight conversion with accelerate/deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "Processor label reduction bug vs missing all_tied_weights_keys attribute; unrelated code paths." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; one misses BOS/EOS insertion, the other returns wrong token IDs across several models." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "Both mention offloading/quantization, but one is device_map loading for a dequantized model and the other is a broader quantization offload regression; not the same concrete bug." + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated code paths and symptoms." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "FSDP CPU RAM-efficient loading issue is distinct from non-persistent buffer initialization junk." + "reason": "AyaVision weight tying and bfloat16 dtype mismatch are different model/load-time problems." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:45823", + "right": "issue:46821", "accept": false, - "reason": "StableLm pad_token_idx config regression is unrelated to Qwen multimodal text_config unwrapping." + "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM's missing window_size attribute." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "GLM-4V loading failure and EMBEDDIA tokenizer loading failure are different model/tokenizer problems." + "reason": "Missing padding mask support in MIMI encoder is not the same as Perceiver image-resolution handling." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Llava Next segfault on load is not the same as sinq quantized save/load breakage." + "reason": "One is tied lm_head weight behavior, the other is unpacking packed weights during accelerate loading for BitNet." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity drift on a model/dataset setup is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe fine-grained FP8 config failure are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction bug and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto while the other is a broader quantization/offloading regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different mechanisms and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and est-roberta tokenizer loading failure are distinct model-specific issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault is unrelated to sinq quantized model save/load corruption." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are different model-specific loading crashes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/loading failures." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature change is unrelated to the 3d_parallel.py execution issue." + "reason": "CustomTrainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM in Transformers 5.x is distinct from T5 using apex.FusedRMSNorm memory leak." + "reason": "CUDA reserved-memory regression under int4 quantization is not the same as T5 using a leaky apex RMSNorm implementation." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related, but one is a device-mapping crash and the other is flash-attention generation corruption; different bugs." + "reason": "Both involve Qwen models, but one fails with auto device mapping on A800 and the other with flash-attention generation; different concrete bugs." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Tied-weight serialization inconsistency is different from Qwen3.5 visual encoder key saving regression." + "reason": "Incorrect lm_head serialization and incorrect visual encoder key saving are separate save_pretrained regressions." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss kwarg regression and Qwen3Moe FP8 load failure are unrelated." + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 loading failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug is not the same as version-dependent tokenization behavior." + "reason": "Video processor batching shape and version-dependent tokenization are unrelated problems." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d issue is unrelated to Sam3Model text encoder weights not loading." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Model text encoder weights not loading." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on gpt-oss-20b is a model/eval-quality issue, not the same as tokenizer behavior changing across versions." + "reason": "High perplexity on a language-model benchmark and tokenization changing across versions are not the same defect." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict granite_speech config loading and tokenizer loading for est-roberta are separate config vs tokenizer failures." + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are separate loading issues." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2Tokenizer crash and bfloat16 dtype mismatch in inference are different subsystems." + "reason": "LayoutLMv2 tokenizer batching/NER crashes and bfloat16 dtype mismatches in models are different classes of bugs." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup are both Trainer-related but not the same bug." + "reason": "Checkpoint-resume epoch iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping crash and 3d_parallel.py launch failure are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "Bamba torch.compile SDPA failure and BitNet packed-weight unpacking during accelerate loading are different code paths." + "reason": "Auto device mapping failures and 3d_parallel.py runtime failure do not share the same underlying bug." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization/offload regression and Strix Halo mmap OOM are both memory-related but not the same underlying issue." - }, - { - "left": "issue:46612", - "right": "issue:46858", - "accept": false, - "reason": "Beam-search cache reorder omission is a generation bug, while get_seq_length returning a device tensor is a cache API arithmetic bug." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45701", - "accept": false, - "reason": "processor.tokenizer regression with images is not the same as version-dependent tokenization changes." - }, - { - "left": "issue:45685", - "right": "issue:46821", - "accept": false, - "reason": "MPS histogram int error in MoE is unrelated to TimesFM window_size attribute failure." + "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." }, { "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Both are loading/execution failures, but Bamba SDPA compile and bark-small CPU offload device mismatch are different bugs." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Transformers 5.0 custom model initialization breakage is a different issue from from_pretrained behavior inside Python classes." - }, - { - "left": "issue:43404", - "right": "issue:45357", + "right": "issue:43720", "accept": false, - "reason": "lm_head weight tying/serialization bug and Qwen3.5 visual encoder key regression are different multimodal saving issues." + "reason": "torch.compile with SDPA in Bamba and BitNet packed-weight unpacking are unrelated." }, { - "left": "issue:44734", + "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and static-cache seq_length device tensor arithmetic are distinct generation/cache bugs." - }, - { - "left": "issue:44610", - "right": "issue:44898", - "accept": false, - "reason": "OmDet processor output resolution mismatch and Perceiver interpolate_pos_encoding failure are different vision preprocessing/model-input problems." + "reason": "Beam-search cache reorder skipping and static-cache seq-length tensor arithmetic are different generation/cache bugs." } ] }, @@ -4822,57 +4756,67 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28530", - "issue:29159", "issue:30064", - "issue:33357", "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", - "issue:36032", "issue:36331", "issue:41720", "issue:42617", "issue:42915", + "issue:43295", "issue:43316", + "issue:43317", "issue:43322", + "issue:43404", "issue:43425", "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", - "issue:43653", - "issue:43782", - "issue:43873", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", "issue:43881", "issue:44008", "issue:44186", "issue:44361", - "issue:44387", "issue:44423", "issue:44464", - "issue:44492", - "issue:44509", + "issue:44610", "issue:44671", + "issue:44734", "issue:44743", + "issue:44898", "issue:44913", "issue:45161", + "issue:45357", "issue:45406", "issue:45632", "issue:45684", + "issue:45685", "issue:45701", - "issue:45704", "issue:45823", "issue:46291", + "issue:46665", "issue:46821", "issue:46858", "issue:46869" ], "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44734|issue:46858", + "issue:44610|issue:44898", + "issue:42915|issue:43317", "issue:44423|issue:45406", "issue:36010|issue:42617", "issue:44008|issue:45823", @@ -4890,200 +4834,204 @@ "issue:43316|issue:44913", "issue:43425|issue:46821", "issue:42915|issue:43322", - "issue:28530|issue:30064", - "issue:33357|issue:35707", - "issue:43540|issue:43782", - "issue:29159|issue:36032", - "issue:44492|issue:44509", - "issue:43550|issue:43653", - "issue:44387|issue:45701", - "issue:43873|issue:45704", - "issue:30064|issue:34634" + "issue:28530|issue:30064" ], - "prepared_review_unit_hash": "3fe6fe17a55432fab52d2859c1f100658f799ccea47e56ee9b50da7ae9588767", + "prepared_review_unit_hash": "c2ffd7035cdf014199b5bd2082a115d67977495ef1e63a96c4b84135e5ec159c", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34697, - "estimated_input_tokens": 8675, - "estimated_eval_tokens": 17606 + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the titles point to many unrelated bugs across tokenizers, multimodal processors, generation/cache paths, configs, quantization, and docs. None of the soft edge pairs look like the same underlying issue, so no duplicates were accepted.", + "summary": "This cluster is heterogeneous and the soft-similarity pairs are all false positives. The paired items usually involve different models, subsystems, or failure modes, so none should be merged as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster does not cohere around one bug, and the soft-linked pairs are distinct problems rather than duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster anchor because the items span unrelated subsystems and failure modes.", - "best_pr_reason": null, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs and feature regressions, so there is no single safe umbrella issue for the cluster.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No best issue for deduplication; none of the issues is a safe representative target for the others.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation on load is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a v4.57.5 regression around processor.tokenizer/images; the other is a broader tokenization-version behavior report." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int MoE failure and TimesFM window_size AttributeError are different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile+SDPA in Bamba and CPU offload device mismatch in bark-small are distinct failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet processor image-size mismatch are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 is different from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying issue and Qwen3.5 visual encoder save_pretrained regression affect different model internals." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/serve logic, but one is KV continuation indexing and the other is prefill seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation at non-default resolution are different preprocessing/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to device_map=auto offload loading of a dequantized model." + }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are multimodal serve crashes, but one is a `'str' object has no attribute 'to'` batching path and the other is a `Gemma4Processor` `_tokenizer` attribute error; different code-path failures." + "reason": "continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor regressions." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "`GenerationMixin` import failure is unrelated to the 3d_parallel.py execution problem." + "reason": "GenerationMixin import failure has no concrete overlap with the 3d_parallel.py execution issue." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are different bugs in different models and paths." + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM `window_size` attribute error is unrelated to YOLO multi-GPU device-map failure." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated models/problems." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permission propagation in save_pretrained." + "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation in save_pretrained are different filesystem issues." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both involve generation/cache, but one is inconsistent chunked generation with compiled forward and the other is a static-cache slice arithmetic bug on non-CUDA backends." + "reason": "Compiled-forward chunked generation inconsistency and cache seq_length device-tensor arithmetic are not the same bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different models and failures: Qwen3 auto device map CUDA assert vs GPT-OSS MoE tensor-parallel issue." + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are distinct parallelism issues." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + "reason": "Early-stopping metric_for_best_model handling and ImageProcessor void segmentation maps are unrelated." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are separate model-specific bugs." + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state reset with cache are different code paths." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression do not describe the same issue." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT reduce_labels bug and glm-4v-9b loading failure are unrelated." + "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are not the same underlying defect." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to the pipelines import/version-revision dependency error." + "reason": "Qwen3Moe FP8 config failure is unrelated to the kernels v0.15 import-time dependency error." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-map CUDA assert." + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 auto device-map cudaErrorAssert are separate training/runtime problems." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer crashes, but they affect different tokenizer classes and task flows, so they are not the same bug." + "reason": "LayoutLMv2Tokenizer crash on NER/padding and MLukeTokenizer AttributeError are different tokenizer bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different configuration issues." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue concern different config fields and behaviors." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same problem as TimesFM `window_size` AttributeError." + "reason": "Torch 2.10 incompatibility is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated model-loading failures." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping setup and void segmentation-map processing are unrelated." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with `inputs_embeds`/`past_key_values` are different failure modes." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Qwen3VL weight_only loading are separate multimodal issues." - }, - { - "left": "issue:29159", - "right": "issue:36032", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5 `add_special_tokens` load conflict are unrelated tokenizer problems." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipeline tasks are not duplicates." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer special-token registration." - }, - { - "left": "issue:44387", - "right": "issue:45701", - "accept": false, - "reason": "Quantization memory regression and tokenization changes across versions are different issues." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior and T5 apex FusedRMSNorm memory leak are unrelated." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset loading are different processor bugs." + "reason": "Trainer early stopping and void segmentation-map processing are unrelated subsystems." } ] }, @@ -5105,34 +5053,37 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", + "issue:36032", "issue:41720", "issue:42490", "issue:43329", - "issue:43381", "issue:43388", - "issue:43421", "issue:43531", "issue:43540", + "issue:43550", "issue:43606", "issue:43644", "issue:43653", "issue:43720", "issue:43746", - "issue:43844", - "issue:43927", + "issue:43782", + "issue:43873", "issue:44062", "issue:44077", - "issue:44368", + "issue:44387", "issue:44451", + "issue:44492", + "issue:44509", "issue:44534", "issue:44589", - "issue:44610", "issue:44625", "issue:44898", "issue:44987", @@ -5144,18 +5095,24 @@ "issue:45406", "issue:45464", "issue:45479", + "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46050", "issue:46402", - "issue:46655", "issue:46665", - "issue:46693", "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", "issue:43606|issue:43720", "issue:44534|issue:46665", "issue:43531|issue:45759", @@ -5165,8 +5122,8 @@ "issue:45406|issue:45464", "issue:43606|issue:43653", "issue:34567|issue:35707", - "issue:43540|issue:46858", "issue:43531|issue:46821", + "issue:43540|issue:46858", "issue:34634|issue:41720", "issue:45357|issue:46402", "issue:45759|issue:45859", @@ -5175,226 +5132,212 @@ "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", - "issue:44898|issue:45072", "issue:44625|issue:45479", - "issue:44987|issue:45042", - "issue:43381|issue:43844", - "issue:44368|issue:45357", - "issue:39692|issue:44610", - "issue:46655|issue:46693", - "issue:43746|issue:46050", - "issue:43421|issue:43927", - "issue:41720|issue:45704", - "issue:43381|issue:45704" + "issue:44898|issue:45072", + "issue:44987|issue:45042" ], - "prepared_review_unit_hash": "7478cb06b72403592666cc8a74a9b7b77b1377bd991777bc348e691f89b8f4c1", + "prepared_review_unit_hash": "1b596f587941df8a222a185345f125811d1e7aba048d29d0fc76daa9458f1fa3", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36468, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate set. The only clear near-duplicate theme is the pair of issues about non-persistent buffers being filled with junk in Transformers v5; the rest are broad but distinct model/config/load/runtime bugs.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43644 is the earliest and most concrete report of the repeated \"non-persistent buffers with junk\" regression, and it is the closest true duplicate anchor in this otherwise mixed cluster.", + "summary": "The cluster is loosely related but not duplicate-heavy: most soft edges connect distinct Transformer bugs that only share broad subsystem or version context. The clearest recurring theme is a Transformers v5 regression around buffer/loading behavior, but the provided pairs themselves should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44534 is the broadest and most representative report in the set: it clearly describes a core Transformers v5 regression in non-persistent buffer initialization, which is the closest thing to a central bug theme here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue because it names a specific, reproducible regression and matches the clearest near-duplicate wording in the cluster.", + "best_issue_reason": "issue:44534 is the best overall issue candidate because it is concise, version-specific, and describes a general regression rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: CLIP/MacOS bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but they describe different bugs and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal Qwen errors; one is video-processing ValueError, the other is from_pretrained weight_only loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile on Bamba vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 memory regression is not the same bug as tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation handling is unrelated to BarkProcessor voice_preset loading." + }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload problems, but they are different failures in different models/code paths (Bark CPU offload mismatch vs BitNet packed-weight unpacking)." + "reason": "Both involve loading/offload, but one is device mismatch in Bark and the other is BitNet packed-weight unpacking." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "One is about non-persistent buffers being corrupted; the other is an inconsistent from_pretrained behavior in Python classes. Related area, not the same bug." + "reason": "From_pretrained behavior in Python classes is a different issue from non-persistent buffers being filled with junk." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen/TimesFM configuration bugs with different symptoms and fixes; only the broad \"config\" theme overlaps." + "reason": "Sliding-window logic in Qwen3-MoE is not the same as unwrapping text_config for composite configs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + "reason": "Different failures: auto device mapping cuda assert vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path slash import warning is unrelated to the multimodal video token counting undefined-name bug." + "reason": "A trailing-slash local path warning is unrelated to multimodal token counting video-branch undefined names." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics label truncation and SAM3 text/box odd behavior are different bugs with no concrete shared failure mode." + "reason": "Metric gathering last-batch truncation is unrelated to SAM3 text/bbox behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different serving/runtime failures in different processors/models; not the same underlying issue." + "reason": "Different serving paths and symptoms: Gemma4Processor missing tokenizer vs Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload device mismatch and BigBirdTokenizer special-token registration are unrelated." + "reason": "Same broad area of model loading, but the concrete bugs are device mismatch vs tokenizer special-token registration." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are separate issues." + "reason": "Trainer token-count tracking is unrelated to progressive generation with embeddings and cache state." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as static-cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Qwen3-MoE sliding-window logic is unrelated to TimesFM window_size attribute errors." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Both mention window sizing, but one is Qwen3-MoE sliding_window behavior and the other is a TimesFM window_size attribute error." + "reason": "Video-input processing in Qwen3OmniMoe is not the same as cache length returning a device tensor." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are entirely different problems." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Both touch multimodal model loading/saving, but one is wrong saved visual encoder keys and the other is missing text encoder weights on load." + "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3Model text-encoder loading are different model-specific issues." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Unwrapping text_config and CPU-offload incompatibility in rotary embedding are separate Qwen3.5 issues." + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are separate problems." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and different failure mechanisms." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window behavior and Float8 storage lookup errors do not indicate the same bug." + "reason": "Both are load failures, but for different models and likely different tokenizer/model resolution paths." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init validation and num_labels propagation are different config issues." + "reason": "patchtsmixer post_init validation is unrelated to num_labels propagation in Qwen3.5." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Although both mention from_pretrained/loading behavior, the concrete failures are different and not mergeable into one fix." + "reason": "Non-persistent buffer corruption is a different bug than inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT load failure are unrelated." - }, - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Different model families and different failure types: image-resolution mismatch vs bfloat16 dtype mismatch." + "reason": "AddedToken special-argument conflict is unrelated to loading vesteinn/ScandiBERT." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Propagation of num_labels and degenerate zero loss in single-label classification are related only at a high level, not the same defect." - }, - { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Model loading failure and PIL image-processor torchvision dependency regression are different bugs." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient explosion are unrelated training bugs." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A warning about tie_word_embeddings and incorrect visual encoder keys are not the same failure." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both involve docs/processor mismatches, but they concern different models and different concrete mistakes." - }, - { - "left": "issue:46655", - "right": "issue:46693", - "accept": false, - "reason": "Video padding calculation in SmolVLM is unrelated to the FA2 long-context performance regression." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Local checkpoint loading for PEFT adapters and sinq quantized save/load breakage are distinct persistence bugs." - }, - { - "left": "issue:43421", - "right": "issue:43927", - "accept": false, - "reason": "Runtime post-processor updating and config token-ID loss after save/load are different tokenization bugs." + "reason": "num_labels propagation and zero-loss classification are different sequence-classification bugs." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 device-mapping assert and T5 RMSNorm memory leak are unrelated." + "reason": "Perceiver interpolation at non-default resolution is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Gradient checkpointing eval-mode and an apex memory leak in T5 have no shared underlying code-path." + "reason": "A specific model-loading regression is unrelated to PIL backend processors requiring torchvision." } ] }, @@ -5416,41 +5359,41 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:30064", "issue:36010", "issue:39692", + "issue:41720", "issue:42886", "issue:43295", + "issue:43381", "issue:43421", "issue:43493", - "issue:43540", - "issue:43550", - "issue:43596", "issue:43653", "issue:43720", "issue:43746", "issue:43782", "issue:43819", + "issue:43844", "issue:43873", + "issue:43927", "issue:43994", - "issue:44008", "issue:44062", "issue:44186", - "issue:44220", - "issue:44361", + "issue:44368", "issue:44488", "issue:44514", "issue:44545", + "issue:44610", "issue:44671", "issue:44843", "issue:44918", "issue:44936", "issue:44995", - "issue:45072", "issue:45081", "issue:45356", + "issue:45357", "issue:45381", "issue:45704", "issue:45759", @@ -5459,14 +5402,23 @@ "issue:45923", "issue:45987", "issue:46032", - "issue:46294", + "issue:46050", "issue:46463", + "issue:46655", "issue:46693", "issue:46829", "issue:46832", "issue:46858" ], "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704", "issue:42886|issue:44843", "issue:45704|issue:45923", "issue:44514|issue:44545", @@ -5475,236 +5427,242 @@ "issue:43746|issue:43873", "issue:43994|issue:44671", "issue:39692|issue:43493", - "issue:46032|issue:46463", "issue:43421|issue:43653", + "issue:46032|issue:46463", "issue:43782|issue:45381", "issue:43421|issue:44186", - "issue:44995|issue:46858", "issue:45081|issue:45356", + "issue:44995|issue:46858", "issue:30064|issue:36010", "issue:45356|issue:45907", - "issue:46829|issue:46832", - "issue:45987|issue:46829", "issue:39692|issue:43873", + "issue:45987|issue:46829", + "issue:46829|issue:46832", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43295|issue:45834", - "issue:44062|issue:44488", - "issue:43550|issue:44361", - "issue:43550|issue:45072", - "issue:43596|issue:44220", - "issue:43540|issue:46294", - "issue:45381|issue:46693", - "issue:44008|issue:46858" + "issue:44062|issue:44488" ], - "prepared_review_unit_hash": "84e57fe20f2f5a4f17db086909b18df6485974ea675b4226dc3286f89496a1fe", + "prepared_review_unit_hash": "5ec23d7f5990a5c8a6e21431b8a20a60ebd5474438d7f7c2b59663d8b8a02a18", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated or only loosely connected. Two soft matches stand out as likely duplicates or closely related reports: the identical Qwen2_5_VLProcessor.apply_chat_template padding=False crash, and an offline tokenizer/cache regression involving HF_HUB_OFFLINE and _patch_mistral_regex. The evidence here is mostly title-level, so I\u2019m keeping the offline pair as closely related rather than asserting an exact shared root cause.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44514 is the cleanest canonical issue anchor because it shares the same apply_chat_template padding=False failure title with issue:44545 and appears to be the broader report.", + "summary": "This cluster is mostly heterogeneous noise across tokenizer, processor, cache, loading, and model-specific bugs. The only strong duplicate signal is the 44514/44545 pair, which looks like a clear near-duplicate of the same Qwen2_5_VLProcessor batched-input crash.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44545 is the best canonical issue for the clear near-duplicate pair with 44514; it states the same batched apply_chat_template crash on padding=False and appears slightly more explicit / better surfaced.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the strongest global issue representative: it is a clear duplicate candidate with the same Qwen2_5_VLProcessor.apply_chat_template padding=False crash, while the other soft matches are weaker or clearly different bugs.", + "best_issue_reason": "Issue 44545 is the clearest representative issue in the cluster because it is a concrete, reproducible bug report and the strongest duplicate candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: eval-mode gradient-checkpointing restriction vs ZeRO-3 gradient inflation." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but the concrete failures differ: docs/example mismatch plus quantization failure vs processor/model image-size mismatch." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different code paths: video padding calculation vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different loading/saving problems: PEFT adapter local checkpoint loading vs quantized model save/load corruption." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime special-token post-processing updates vs custom token IDs lost after save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different failure modes and subsystems: device-map CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to the T5 memory leak." + }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both point to an offline-mode tokenizer regression: one reports cache loading failing under HF_HUB_OFFLINE, and the other says _patch_mistral_regex unconditionally calls model_info() and breaks offline mode." + "accept": false, + "reason": "Both are offline-related, but one is tokenizer cache loading and the other is an unconditional hub call in _patch_mistral_regex." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different bugs: a T5 memory-leak issue versus a Nemotron capability-flag issue." + "reason": "T5 memory leak is unrelated to the missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same Qwen2_5_VLProcessor.apply_chat_template padding=False crash; the titles match exactly and this looks like the same reported failure." + "reason": "Clear near-duplicate: same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles differ slightly but the underlying bug matches." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different failures: Qwen3.5 input-embedding unpacking with TRL versus trainer evaluate/train lifecycle behavior." + "reason": "Different trainer failures: embedding unpacking with TRL SFT vs evaluate() failing after train()." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Different subsystems and symptoms: multimodal config unwrapping versus a gradient-checkpointing flag issue." + "reason": "Different model-construction bug vs missing gradient-checkpointing capability flag." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different code paths: PEFT adapter checkpoint loading versus quantization/offloading behavior." + "reason": "Different problems: PEFT local checkpoint loading vs quantization/offloading behavior." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-level bugs: SigLIP2 nonsense outputs versus CamemBERT masked-LM prediction regression." + "reason": "Both are model-quality complaints, but they concern different models and symptoms." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch while the other is an implementation discrepancy; not the same bug." + "reason": "One is a docs/example mismatch and quantization failure; the other is a core HF-vs-JAX implementation discrepancy for SigLIP2." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different issues: Mamba2Mixer cache correctness versus a T5 decoder-input error message." + "reason": "Related tokenizer internals, but not the same bug: runtime special-token updates vs BigBird mask token registration." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Related tokenizer areas, but one is runtime post-processor updates and the other is a BigBirdTokenizer special-token registration bug." + "reason": "Different issues: incorrect use_cache results in Mamba2 vs T5 decoder-input error-message wording." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL failures: weight_only loading versus video position id correctness." + "reason": "Both are Qwen/VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Unrelated tokenizer issues: runtime special-token updates versus LayoutLMv2 NER/padding crashes." + "reason": "Different tokenizer bugs: post-processor not updating after special-token edits vs LayoutLMv2 crashes on NER/batching." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Both involve cache/indexing, but the concrete failures differ and do not clearly share one underlying defect." + "reason": "Same broad tokenizer/Mistral area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression and warning behavior." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Same helper area, but the symptoms differ enough that they do not clearly reflect one underlying bug." + "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor seq-length arithmetic in static cache." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Completely unrelated: image processor segmentation maps versus a GenerationMixin import error." + "reason": "Completely unrelated: image processing for void segmentation maps vs an import error for GenerationMixin." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Unrelated tokenizer regression versus a hub API forwarding bug." + "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Different vision-model bugs: output-field mix-up versus an RT-DETR feature-level type error." + "reason": "SigLIP2 docs/example issue is unrelated to quantization/offloading behavior." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Cache sequence-length contract bug versus a VideoPrism output-field bug." + "reason": "StaticCache sequence-length contract bug is unrelated to the ImageClassifierOutput hidden_states mixup." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "SigLIP2 docs/example problems are unrelated to quantization/offloading." + "reason": "Different model-output bug vs RT-DETR forward shape/feature-level mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different model behaviors: packed-weight loading versus DAC latent reconstruction mismatch." + "reason": "Different core bugs: packed weight unpacking during loading vs DAC.from_latents missing STE consistency." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug versus BitNet packed-weight loading." + "reason": "Both mention loading/tokenizer internals, but one is special-token registration and the other is BitNet packed-weight loading." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal input issues, but one is a processor/tokenizer regression and the other is a long OCR index error." + "reason": "Different failures: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer failures: AddedToken constructor misuse versus a model-loading failure." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Unrelated: a Bamba SDPA/torch.compile bug versus an MLukeTokenizer attribute error." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Different failures: SDPA compilation bug versus dtype mismatch in inference." - }, - { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different code paths: DeepSpeed zero3/BertModel indexing versus fbank feature extraction." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are Qwen video-input reports, but they target different models and different failing stages." - }, - { - "left": "issue:45381", - "right": "issue:46693", - "accept": false, - "reason": "Unrelated: Qwen2.5-VL video position IDs versus a long-context FA2 performance regression." - }, - { - "left": "issue:44008", - "right": "issue:46858", - "accept": false, - "reason": "Different bugs: Gemma3n forward variable collision versus static cache sequence-length tensor arithmetic." + "reason": "Different bugs: AddedToken special-argument TypeError vs model load failure for cjvt/sleng-bert." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the evidence in the packet. The two accepted soft pairs may well be related, but the packet only gives titles/body lengths and similarity scores, not enough to justify claims like \u201cexact same crash\u201d or a specific shared mechanism for issue:42886 and issue:44843. Please downgrade these to conservative language such as \u201clikely duplicate/closely related\u201d unless the bodies explicitly confirm the same root cause. The overall conclusion should stay grounded in the visible evidence and avoid asserting exact duplication from title-level similarity alone." + "feedback": "The overall cluster read is reasonable, but the verdict on 44514/44545 is a bit too strong for the packet. From the metadata alone they are clearly near-duplicates, but calling them an \"exact duplicate\" and the \"only true duplicate pair\" overstates what is directly supported here because the titles are not identical and the bodies are not shown. Please soften that language to something like \"clear duplicate/near-duplicate\" and keep the rest conservative." }, "evaluator_used": true, "retried": true, @@ -5723,7 +5681,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:30064", "issue:34634", @@ -5733,11 +5691,10 @@ "issue:41720", "issue:43322", "issue:43335", - "issue:43388", "issue:43531", "issue:43540", "issue:43550", - "issue:43606", + "issue:43596", "issue:43611", "issue:43618", "issue:43643", @@ -5747,11 +5704,11 @@ "issue:43749", "issue:43756", "issue:43819", - "issue:43825", - "issue:43994", + "issue:43927", "issue:44008", "issue:44186", "issue:44220", + "issue:44361", "issue:44442", "issue:44448", "issue:44485", @@ -5763,229 +5720,244 @@ "issue:44877", "issue:44898", "issue:44991", - "issue:45072", "issue:45081", "issue:45084", "issue:45183", + "issue:45381", "issue:45479", - "issue:45584", "issue:45685", "issue:45834", - "issue:46032", - "issue:46665" + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858" ], "soft_pairs": [ + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:44008|issue:46858", "issue:43531|issue:43643", - "issue:43611|issue:46665", "issue:43653|issue:43819", - "issue:44186|issue:44898", + "issue:43611|issue:46665", "issue:44220|issue:44661", + "issue:44186|issue:44898", "issue:43618|issue:43697", "issue:41720|issue:44991", "issue:30064|issue:36331", "issue:43643|issue:44877", - "issue:43335|issue:43756", "issue:43550|issue:43819", + "issue:43335|issue:43756", "issue:44843|issue:45081", "issue:44485|issue:44509", "issue:44821|issue:45084", - "issue:39692|issue:45834", "issue:44186|issue:44442", + "issue:39692|issue:45834", "issue:44448|issue:44671", "issue:43540|issue:44008", "issue:43644|issue:43749", - "issue:45183|issue:45479", - "issue:34634|issue:36010", "issue:43322|issue:45685", - "issue:45584|issue:45834", - "issue:43606|issue:45072", - "issue:43388|issue:46032", - "issue:43825|issue:43994" + "issue:34634|issue:36010", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "f32181dee1ca3bd7e0e79d58b55318dd7d5b3d4ae0fad6afa80113b2fe76467a", + "prepared_review_unit_hash": "557557b24343b153cc12e7c4e5577aa764b9bc6adc676b650e7f89f05327722d", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35653, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "soft_pair_count": 28, + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformers issues. The only borderline-related pair is the Mistral `_patch_mistral_regex` reports, but they describe different failure modes, so there are no true duplicates to merge.", - "confidence": 0.9, - "canonical_issue_reason": "45081 is the most concrete and actionable issue in the set, with a clear reproducible traceback and multiple inbound references. The rest of the items are heterogeneous and do not form a single duplicate cluster.", + "summary": "The proposed pairs are mostly loose lexical matches across different models, features, and failure modes. I don\u2019t see a single underlying duplicate bug/change in this cluster, so there is no good canonical issue/PR candidate.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45081 is the best representative issue to anchor triage because it has the sharpest bug report and sits in the only closely related subtopic; however, it should not be treated as a true duplicate of 44843.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and subsystems: torch.compile/SDPA vs tokenizer/task handling." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: SDPA compile failure vs DiaConfig save/load token ID loss." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs audio fbank extraction." + }, + { + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Different models and failures: sliding_window/MoE behavior vs missing fields in AutoConfig with trust_remote_code." + "reason": "Different problems: Qwen2.5-VL video position IDs vs FA2 long-context regression." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video issues, but the failures are different APIs and different root causes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Distinct bugs: Gemma3n variable collision in forward vs cache sequence-length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both involve loading, but one is a base_model_prefix regression and the other is from_pretrained behavior inside Python classes; not the same bug." + "reason": "Unrelated: Qwen3-MoE sliding-window handling vs AutoConfig trust_remote_code field loss." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated code paths." + "reason": "Different components and symptoms: tokenizer special-token registration vs DAC latent reconstruction." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Tokenizer padding/truncation crash vs Perceiver image-classification resolution handling; different subsystems and symptoms." + "reason": "Both concern loading behavior, but one is base_model_prefix regression and the other is class-wrapper from_pretrained inconsistency." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction failure vs add-new-model-like tokenizer mapping issue; no shared concrete bug." + "reason": "Different features: audio feature extraction vs add-new-model-like generation logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: LayoutLMv2 tokenizer crashes vs Perceiver image classification resolution handling." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are separate model-level regressions." + "reason": "Different outputs/attributes in different models; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and tokenizer loading for est-roberta are unrelated failures." + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for a specific repo." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Completely different areas: image processor segmentation maps vs trainer loss signature." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading issues, but one is missing fields from trust_remote_code and the other is strict config rejecting granite_speech; different bugs." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer count are distinct model-configuration problems." + "reason": "Different models and mechanisms: Bamba SDPA compile issue vs DAC latent conversion mismatch." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC.from_latents output mismatch." + "reason": "Different model families and distinct config/architecture bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but one bug is an unconditional model_info() call breaking offline mode and the other is a backend_tokenizer attribute crash; related code, different defects." + "reason": "Same helper name, but distinct failures: offline model_info call vs backend_tokenizer attribute access." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and stale docs about removed pipeline tasks are unrelated." + "reason": "RoPE implementation discussion vs docs cleanup for removed pipelines." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors have no common underlying code path." + "reason": "Different issues: image processor URL loading vs Jinja/template compilation error." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 docs/example errors and Kosmos2.5 long OCR index errors are separate issues." + "reason": "Tokenizer crash vs auto-tokenizer loading a specific tokenizer class; no shared bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "Different tasks and symptoms: SigLIP2 docs/quantization issues vs OCR long-input index error." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model regressions: Pegasus output drift vs CamemBERT masked-LM prediction errors." + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing ValueError in Qwen3OmniMoe and Gemma 3n variable-name collision are different bugs." + "reason": "Both mention multimodal Qwen/Gemma models, but the actual failures are unrelated." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization bug and FSDP RAM-efficient loading failure are not the same problem." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation messaging and degenerate zero-loss classification behavior are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36010", - "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are distinct issues." + "reason": "Different regressions: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram support for Int are unrelated failures." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty transcription handling and Kosmos2.5 long OCR indexing do not share a concrete bug." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "CPU-offload device mismatch in Bark-small and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different runtime issues." + "reason": "Completely different model/runtime errors: Llava loading segfault vs MoE MPS histogram type issue." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Last-batch label dropping in gather_for_metrics is unrelated to Mamba2Mixer use_cache correctness." + "reason": "Different problems: BarkProcessor voice preset bug vs GenerationMixin import error." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Pipeline task messaging/docs regression and SigLIP2 nonsensical outputs are not the same bug." + "reason": "Validation/error-message bug vs sequence-classification loss degeneracy; not the same issue." } ] }, @@ -6007,17 +5979,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28218", "issue:29159", - "issue:34634", - "issue:36331", "issue:42175", + "issue:43388", "issue:43421", "issue:43540", + "issue:43550", "issue:43577", "issue:43582", + "issue:43606", "issue:43645", "issue:43716", "issue:43720", @@ -6028,6 +6001,7 @@ "issue:43827", "issue:43931", "issue:43950", + "issue:43994", "issue:44008", "issue:44291", "issue:44479", @@ -6039,238 +6013,247 @@ "issue:44936", "issue:44977", "issue:44991", - "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45381", + "issue:45584", "issue:45701", "issue:45834", "issue:45987", - "issue:46285", + "issue:46032", "issue:46291", "issue:46294", "issue:46463", "issue:46512", "issue:46665", - "issue:46697", - "issue:46728", "issue:46846" ], "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:43550|issue:45072", "issue:44479|issue:45834", "issue:43782|issue:44977", "issue:43577|issue:43818", - "issue:43950|issue:45987", "issue:43582|issue:46512", "issue:44991|issue:46291", - "issue:43716|issue:44008", "issue:43421|issue:44811", + "issue:43950|issue:45987", + "issue:43716|issue:44008", "issue:44561|issue:45020", - "issue:46294|issue:46463", "issue:43931|issue:46846", - "issue:43540|issue:45381", + "issue:46294|issue:46463", "issue:43825|issue:43827", + "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:44805|issue:44936", "issue:28218|issue:29159", "issue:43720|issue:45072", "issue:43749|issue:44291", - "issue:43645|issue:46665", "issue:44671|issue:45701", "issue:43577|issue:43582", - "issue:42175|issue:45081", - "issue:34634|issue:36331", - "issue:45003|issue:46285", - "issue:46697|issue:46728" + "issue:43645|issue:46665", + "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "d136e9141653af35aff636d853d736e257efd4f4370069c13490568e59cbc518", + "prepared_review_unit_hash": "23fdc36de033fc93c6cb59628ebb5e3812b0dee78356375392ce6194bf4e92c8", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 35050, - "estimated_input_tokens": 8763, - "estimated_eval_tokens": 17782 + "soft_pair_count": 27, + "serialized_chars": 35672, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly distinct regressions across different models, loading paths, or utilities. The tokenizer pair is the only plausible overlap, but the packet does not show enough evidence to treat it as a confirmed duplicate; it should be framed as a likely related report rather than an accepted duplicate.", - "confidence": 0.56, - "canonical_issue_reason": "issue:28218 is the strongest representative of the tokenizer spacing symptom because it is the earlier, more concrete report and has inbound references, but the evidence only supports a plausible match, not a confirmed duplicate relationship.", + "summary": "The cluster is highly heterogeneous; most soft-similarity pairs are not true duplicates and appear to cover unrelated bugs, regressions, or adjacent documentation issues. I found no PRs to triage and no pair that clearly shares the same concrete code-path problem.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue is a strong fit because the cluster does not cohere around one underlying bug; if an anchor is needed, issue 43825 is the clearest narrowly scoped report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best issue candidate because it is the most specific description of the tokenizer spacing regression and the earliest anchor among the related reports.", + "best_issue_reason": "Issue 43825 is the most actionable, concrete, and self-contained report here; the rest are either broader, more speculative, or clearly on different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are runtime errors, but they concern different models and code paths: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and subsystems: CPU-offload device mismatch for bark-small vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline-v5 error message regression; the other is a model-quality issue for SigLIP2 with AutoModel/pipeline. Not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Unrelated training/gathering bug vs Mamba2 cache misuse bug; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is distinct from generic dtype-mismatch inference issues in other models." + }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Different model families and failure modes: Qwen video-input regression vs Kosmos2.5 OCR/long-input indexing." + "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing are different models, inputs, and failures." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen, but one is a weight_only load error and the other is a flash-attention generation issue; different code paths." + "reason": "Qwen3VL weight_only loading error is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP-2 dtype/loading bug and Video-LLaVA temporal-attention/weight-sharing bug are unrelated." - }, - { - "left": "issue:43950", - "right": "issue:45987", - "accept": false, - "reason": "from_pretrained buffer corruption and StaticCache return-type mismatch are different bugs." + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to from_config leaving config.dtype stale." + "reason": "Apple Silicon warmup TypeError is a different problem from stale config dtype after from_config()." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading regression for one model and kernels import/dependency failure are unrelated." + "reason": "Tokenizer loading failure for one model is unrelated to pipelines import failure caused by kernels version/revision requirements." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different multimodal failures: image preprocessor/model dtype mismatch vs Gemma3n variable collision in forward()." + "reason": "Special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Special-token post-processor update bug and Whisper batch_decode skip_special_tokens bug are not the same underlying issue." + "reason": "Non-persistent buffer corruption during from_pretrained and StaticCache length return-type bug are different loading/cache issues." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Removed helper breakage and unsafe sys.modules access are distinct root causes for trust_remote_code failures." + "reason": "Mistral image-preprocessor dtype mismatch and Gemma 3n variable-name collision are separate model-specific bugs." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Qwen3.5 video chat-template mismatch and T5 decoder-input validation messaging are unrelated." + "reason": "Both mention remote_code/trust_remote_code fallout, but one is specifically about removing is_torch_fx_available while the other is a broader regression report." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing linear_attn TP-plan entries are different loading/parallelism problems." + "reason": "Qwen3-VL weight shape mismatch at load time and Qwen3.5 TP-plan OOM/shape errors are different issues." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Separate video-input regressions in different model families with different symptoms." + "reason": "Qwen video feature/token mismatch is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Incorrect translation-task error message and stale docs after pipeline removals are related thematically but not the same bug." + "reason": "Related to the v5 pipeline removals, but one is an error-message regression and the other is documentation lag; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-processing regressions in different Qwen multimodal models with different symptoms." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo image-size mismatch and dtype mismatches in other models are unrelated." + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to dtype mismatch failures." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() failing after train are different training/runtime failures." + "reason": "Mask/index shape error during tensor ops is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "They look plausibly related around tokenizer added-token handling and slow/fast inconsistency, but the packet does not establish the same concrete bug well enough to merge as duplicates." + "reason": "Both are tokenizer-related, but one is specifically about an added-token spacing bug while the other is a broad slow/fast tokenizer inconsistency report." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking failure and bfloat16 dtype mismatch are different inference/loading bugs." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatch inference." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument mismatch are different breakages." - }, - { - "left": "issue:43645", - "right": "issue:46665", - "accept": false, - "reason": "Jupyter custom-model initialization breakage differs from from_pretrained behaving inconsistently inside Python classes." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are both loading-related, but they target different mechanisms and fixes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related in theme but not clearly the same bug." + "reason": "CamemBERT masked LM regression and a broad tokenization-version change report do not describe the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP-2 dtype loading and Apple Silicon allocator warmup TypeError are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "TensorFlow backend packaging and tokenizer regex patch crash are unrelated." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss argument mismatch are unrelated." + "reason": "One is a dtype propagation issue in Blip2; the other is an Apple Silicon warmup TypeError. Different subsystems and symptoms." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structure inconsistency are different changes." + "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both are image-processing issues, but one is over-padding and the other is patch-count calculation for a different model." + "reason": "Missing tensorflow backend in extra install and a tokenizer regex patch crash are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are mostly conservative and grounded in the titles, but the summary overstates the tokenizer pair. The packet does not show an explicit duplicate link or accepted-duplicate status between issue:28218 and issue:29159; it only shows similar wording and inbound references on issue:28218. Phrases like \"accepted duplicate pair\" and \"earlier anchor report\" are stronger than the evidence supports. Please keep that pair framed as a plausible match rather than a confirmed duplicate." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6286,11 +6269,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ + "issue:34634", "issue:36010", "issue:36331", - "issue:39692", "issue:42175", "issue:42490", "issue:43257", @@ -6302,13 +6285,11 @@ "issue:43550", "issue:43582", "issue:43638", - "issue:43643", "issue:43645", "issue:43653", "issue:43697", "issue:43720", "issue:43742", - "issue:43746", "issue:43782", "issue:43819", "issue:43906", @@ -6318,11 +6299,11 @@ "issue:44554", "issue:44589", "issue:44610", - "issue:44811", "issue:44857", "issue:44912", "issue:44936", "issue:44991", + "issue:45003", "issue:45020", "issue:45042", "issue:45081", @@ -6332,25 +6313,30 @@ "issue:45406", "issue:45538", "issue:45600", - "issue:45759", "issue:46209", + "issue:46285", "issue:46291", - "issue:46326" + "issue:46326", + "issue:46697", + "issue:46728" ], "soft_pairs": [ + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", "issue:43653|issue:44912", "issue:43262|issue:43819", "issue:43782|issue:45325", - "issue:45372|issue:46326", "issue:45081|issue:45406", + "issue:45372|issue:46326", "issue:43582|issue:44857", "issue:44589|issue:45042", "issue:43550|issue:44912", "issue:43742|issue:45020", "issue:43329|issue:45600", "issue:45084|issue:45538", - "issue:43526|issue:43697", "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:43452|issue:44991", "issue:43526|issue:44554", "issue:43257|issue:43329", @@ -6359,210 +6345,207 @@ "issue:43819|issue:43927", "issue:36010|issue:43645", "issue:43531|issue:45042", - "issue:43638|issue:44936", "issue:42175|issue:46291", + "issue:43638|issue:44936", "issue:43720|issue:44610", - "issue:42490|issue:43257", - "issue:39692|issue:44912", - "issue:43746|issue:44811", - "issue:43643|issue:45759" + "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "665b662b7d59170b11b21901a7e01c159435b5784f0add6ade28fc70ba0bcb0f", + "prepared_review_unit_hash": "a14e182829a772ee0b4a5d24ff0ebabf90e594a2d5de119dd2ceaeb49594ac42", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36593, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bug reports that only share broad similarity in language (loading, config, quantization, multimodal, etc.). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The broadest, most representative issue is the general remote-code regression report.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set: it describes a general regression affecting recent Transformers versions and remote_code models, which makes it the best umbrella anchor for this otherwise heterogeneous cluster.", + "summary": "This cluster does not contain a true duplicate set; the suggested pairs are mostly only loosely similar by subsystem, model family, or loading path. I would triage them as separate issues rather than merging.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report here ('recent transformers versions break models using remote_code'), so it is the best representative if one issue must stand in for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative issue overall because it captures a cross-cutting regression pattern rather than a single model-specific symptom.", + "best_issue_reason": "45020 is the most general and likely to attract adjacent reports, but the overall cluster is heterogeneous, so this is only a weak canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: audio processor preset handling vs trainer loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model internals, but one is a sys.modules access bug and the other is a CLIP class structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are vision preprocessing bugs, but one is over-padding and the other is wrong patch-count math for a different model." + }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Completely different bugs: tokenizer special-token registration vs MXFP4 quantization fallback." + "reason": "Tokenizer special-token registration vs quantization/load-format fallback are unrelated bugs." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate mismatch is unrelated to DAC latent reconstruction behavior." + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction / STE behavior." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-VL models and different failure modes: weight_only loading vs rope/position-id scaling." + "reason": "Both are Qwen-VL related, but one is a weight_only load error and the other is a rope-index temporal scaling bug." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both mention mistral_common, but one is an import error and the other is a continue_final_message tokenizer bug; not the same code path." + "reason": "Tokenizer patching failures in different processors with different missing attributes; not the same concrete fix." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Different objects and failures: tokenizer regex patching vs Gemma4Processor missing _tokenizer." + "reason": "Both involve mistral_common, but one is a Gemma 4 import break and the other is a continue_final_message behavior bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to CUDA float16 loss crashes." + "reason": "Platform/runtime TypeError on Apple Silicon is unrelated to CUDA AMP loss crashing." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Storage-object lookup failure is unrelated to PIL backend torchvision dependency handling." + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision dependency handling." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba SDPA/torch.compile correctness issue is not the same as MXFP4 loading fallback." + "reason": "torch.compile/SDPA failure is a different code path from MXFP4 quantization fallback." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM loading key error is a specific model/config issue, not the same bug as the broad remote_code regression." + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code regression." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token counting bug is unrelated to auto_mappings referencing removed configs." + "reason": "Multimodal token counting bug is unrelated to stale auto_mappings references breaking CI." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + "reason": "Template compilation failure has nothing to do with CLIP tokenizer max-length metadata." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "BEiT reduce_labels bug is unrelated to RTDetrV2 output changes." + "reason": "Both mention Qwen tied-weight warnings, but one is a specific mis-tied parameter bug and the other is a LoRA/config warning; not the same fixable code path." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Similar warning theme, but one is a tied-weights implementation bug and the other is a user-facing warning during LoRA fine-tuning; too different to merge." + "reason": "BEIT label reduction bug is unrelated to RTDetrV2 output differences." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "GGUF support breakage is a different loading path from EMBEDDIA tokenizer loading failures." + "reason": "Both are loading failures, but gguf_file handling and tokenizer loading for a specific repo are different problems." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction bug in BEiT is unrelated to the MPS attention correctness issue." + "reason": "Label reduction in an image processor is unrelated to an MPS attention correctness issue." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + "reason": "Qwen3 MoE load/convert issues and multimodal token counting are different model pathways and fixes." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is unrelated to the FP8/B200 inference failure." + "reason": "An isolated reproduction of an older issue is not the same bug as an FP8 inference failure on B200." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import failure is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Import path regression for GenerationMixin is unrelated to CustomTrainer.compute_loss signature handling." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/STE mismatch is unrelated to DiaConfig losing custom token IDs." + "reason": "DAC latent/forward mismatch and DiaConfig save/load token IDs are different bugs in different components." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin and Jupyter custom-model initialization are different breakages with different mechanisms." + "reason": "Both are compatibility regressions, but one is an import error and the other is a Jupyter custom-model initialization breakage." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window logic has nothing to do with PIL backend torchvision requirements." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed ZeRO-3 training crash on non-pretrained BERT is not the same as evaluate-after-train behavior." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL/torchvision backend requirements." }, { "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Packaging backend omission for tensorflow is unrelated to importing pipelines with kernels v0.15." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to OmDet-Turbo processor/model image-size mismatch." - }, - { - "left": "issue:42490", - "right": "issue:43257", + "right": "issue:46291", "accept": false, - "reason": "Trailing-slash import warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + "reason": "Packaging extras missing TensorFlow and pipelines failing on kernels version requirements are different dependency issues." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to MXFP4 quantization fallback." + "reason": "Deepspeed Zero3 index error during training is not the same as evaluate() failing after train()." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "PEFT local checkpoint loading is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Packed-weight loading in BitNet and processor input-size mismatch in OmDet-Turbo are unrelated." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code and text_config unwrapping in AutoModelForCausalLM are different config-loading bugs." + "reason": "Trailing-slash local model loading warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." } ] }, @@ -6584,13 +6567,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28282", "issue:29159", "issue:29870", "issue:34567", "issue:38175", + "issue:39692", "issue:40990", "issue:42915", "issue:43257", @@ -6602,9 +6586,11 @@ "issue:43540", "issue:43577", "issue:43606", + "issue:43643", "issue:43650", "issue:43696", "issue:43742", + "issue:43746", "issue:43749", "issue:43854", "issue:43906", @@ -6619,25 +6605,25 @@ "issue:44756", "issue:44811", "issue:44821", - "issue:44857", "issue:44912", "issue:44977", - "issue:44987", "issue:45042", "issue:45356", "issue:45459", - "issue:45538", + "issue:45759", "issue:45803", "issue:45859", "issue:46291", "issue:46421", "issue:46424", - "issue:46701", - "issue:46832" + "issue:46701" ], "soft_pairs": [ - "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:43643|issue:45759", "issue:43854|issue:44977", + "issue:38175|issue:44610", "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:44387|issue:44617", @@ -6648,205 +6634,209 @@ "issue:43329|issue:44479", "issue:42915|issue:43742", "issue:43749|issue:44756", - "issue:34567|issue:40990", "issue:43650|issue:43906", + "issue:34567|issue:40990", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:43606|issue:45859", "issue:29159|issue:34567", - "issue:43540|issue:46701", + "issue:43606|issue:45859", "issue:43927|issue:44912", + "issue:43540|issue:46701", "issue:28282|issue:29870", "issue:44568|issue:45356", - "issue:44857|issue:46832", - "issue:43454|issue:43577", "issue:43525|issue:46291", - "issue:44987|issue:45538" + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "0b6f4884fa72b20d3c1eded454447318bd00a7e34f28bbf649431ae6b0ea95f1", + "prepared_review_unit_hash": "a8f791aba9018e3ed05bf2b37b73056601d46ff8e8f1bb2909a9ebbd36062d27", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35549, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "soft_pair_count": 27, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set does not contain a true duplicate cluster: the soft pairs are mostly same-subsystem, different-bug reports (tokenizers, video inputs, memory, loading, cache, etc.). I would not merge any of the proposed soft edges.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43257 is the best single issue anchor because it is a concrete, reproducible loader failure with a clear model/config combination and a specific bad behavior, making it a strong representative bug report.", + "summary": "No duplicate cluster emerges here: the soft pairs mostly share only broad subsystem keywords, but they describe different concrete bugs, models, or code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated bugs across different models/features, so no duplicate anchor emerges.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43257 is the strongest standalone issue in this set for triage purposes: narrow scope, explicit failure mode, and likely actionable root cause. It is not a duplicate of the others, just the best representative if one must be chosen.", + "best_issue_reason": "No single issue is a better global representative; the set is too heterogeneous for one issue to summarize.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to the GPT-oss MXFP4 quantization/load fallback bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: GraniteSpeech PEFT local checkpoint loading vs Whisper decode flag handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Both are model-processing regressions, but one is zero-probabilities in SigLIP2 while the other is an input-size mismatch in OmDet-Turbo; different code paths and failure modes." + "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is unwrapping text_config for composite multimodal configs." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7 load/test failure versus Qwen3.5 flash-attention generation regression. Same broad area only." + "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities and OmDet-Turbo input-size mismatch are unrelated issues." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to GPT-oss-20b CUDA OOM during inference." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to a generic CUDA OOM report." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sample-rate handling and Whisper batch_decode skip_special_tokens are separate processor bugs." + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are different bugs." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Sam3Video inference OOM; no shared concrete bug." + "reason": "Both mention OOM, but one is a quantization memory regression and the other is a model-specific video OOM." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen models, but one is MoE weight conversion under accelerate/deepspeed and the other is a VL shape-mismatch loading failure." + "reason": "Both are Qwen3 loading failures, but they hit different models and different root causes." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length handling for quantized cache." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern bad exception handling, but they affect different code paths and errors; not the same underlying bug." + "reason": "Both swallow errors, but in different functions and formats: protobuf decode handling vs bare except in Fuyu tensor conversion." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is incorrect batched video processor output shape." + "reason": "Video-related issues, but one is an undefined-name bug in token counting and the other is a batched output shape bug." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "The v5.3.0 video regression is broader and model-specific; this issue is a missing/undefined code-path in multimodal token counting." + "reason": "The latter is a broad v5.3.0 video-input regression across models; the former is a specific helper bug in multimodal token counting." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different failures: Qwen3 MoE FineGrainedFP8 config versus a MobileLLM key error during loading." + "reason": "Different model-loading failures: Qwen3Moe FP8 config vs MobileLLM key error." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both are memory-related, but one is broken FSDP CPU-RAM-efficient loading and the other is mmap-related OOM on Strix Halo." + "reason": "One is FSDP CPU RAM efficient loading, the other is mmap-induced OOM on Strix Halo; not the same bug." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Trainer token counting not updating is unrelated to GPT-oss-20b perplexity on WikiText-2." + "reason": "No relation: a nonspecific request to add data vs an isolated reproduction of another issue." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "No shared bug: one is an empty/invalid issue, the other is a reproduction of a separate upstream issue." + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights TypeError and PIL backend torchvision requirement are unrelated loader/environment regressions." + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure is unrelated to AutoImageProcessor URL loading." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both involve offload/memory-sensitive model behavior, but one is CPU-offload device mismatch for bark-small and the other is a Qwen3_5Moe rotary embedding compatibility bug." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different code paths." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token-count updating are distinct issues in different subsystems." + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Qwen3OmniMoe video-input processing error and DiffusionGemma image-text-to-text pipeline failure are different model pipelines and bugs." + "reason": "Both mention CPU offload, but they affect different models and different failure modes." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig custom-token-ID persistence and gpt-oss-20b MXFP4 quantization fallback are unrelated loading/quantization issues." + "reason": "DiaConfig token IDs are lost on save/load; GPT-oss MXFP4 falls back to bf16. Different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "AutoModel missing PyTorch and BART decoder_attention_mask unbound are entirely different errors." + "reason": "PyTorch-missing ImportError and Bart generate UnboundLocalError are unrelated." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different root causes/symptoms." - }, - { - "left": "issue:44857", - "right": "issue:46832", - "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level TypeError are different detection-model bugs." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision weight tying causing garbage text and Blip2 dtype mismatch are separate model-initialization problems." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to transformers.pipelines import failure with kernels v0.15." + "reason": "Llama4Config pad_token_id and pipelines/kernels version-revision import failure are unrelated." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Physical-intelligence/fast loading regression and CLIPTokenizer model_max_length misuse are unrelated issues." + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-loading issues." } ] }, @@ -6868,7 +6858,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:24643", "issue:27957", @@ -6897,10 +6887,9 @@ "issue:44488", "issue:44560", "issue:44568", - "issue:44792", "issue:44849", + "issue:44857", "issue:44936", - "issue:44964", "issue:44987", "issue:44991", "issue:45127", @@ -6916,21 +6905,24 @@ "issue:46512", "issue:46693", "issue:46821", + "issue:46832", "issue:46869" ], "soft_pairs": [ + "issue:44987|issue:45538", "issue:45538|issue:46869", + "issue:44857|issue:46832", "issue:28282|issue:34689", "issue:43697|issue:45357", "issue:43404|issue:45127", - "issue:33357|issue:34567", "issue:43425|issue:46291", + "issue:33357|issue:34567", "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:42175|issue:43824", "issue:28282|issue:29127", - "issue:44479|issue:46693", "issue:44062|issue:44991", + "issue:44479|issue:46693", "issue:43742|issue:44291", "issue:44936|issue:46821", "issue:43577|issue:46512", @@ -6938,211 +6930,216 @@ "issue:44849|issue:45701", "issue:43452|issue:43582", "issue:27957|issue:28282", - "issue:24643|issue:29159", "issue:44987|issue:45907", + "issue:24643|issue:29159", "issue:41720|issue:43540", - "issue:43540|issue:44560", "issue:44568|issue:45488", + "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:44479|issue:45381", - "issue:44792|issue:44964" + "issue:44479|issue:45381" ], - "prepared_review_unit_hash": "3959a113185a47102c0a86b994680d06496299aae720f5c8b06369702e787585", + "prepared_review_unit_hash": "765862452181ac1facc08a19c659c0cd4c8d70928d5864aeb1c5537ed1354fff", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35160, - "estimated_input_tokens": 8790, - "estimated_eval_tokens": 17836 + "soft_pair_count": 28, + "serialized_chars": 35458, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers bug reports across different models, tokenizers, training paths, and platform issues. The only plausible duplicate-like pair is the Qwen video-input regression pair; the rest do not look like the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44479 is the best umbrella issue: it describes the broad v5.3.0 video-input regression affecting multiple Qwen VL variants, and it can naturally subsume the narrower Qwen2.5-VL report in 45381.", + "summary": "Almost all pairs are unrelated regressions or feature bugs in different models/code paths. The only clear duplicate-style match is the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the best canonical issue because it already captures the broader Qwen 5.3.0 video-input regression, and 45381 reads like a narrower symptom of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative global issue because it captures the broadest recurring bug pattern in this set and has the clearest scope for consolidation.", + "best_issue_reason": "44479 is the most representative and actionable issue among the candidates, with a broader title and clearer scope than the more specific follow-up report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading for a specific repo vs an incorrect tokenizer max length constant." + }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max-length behavior and YOLO multi-GPU device-map failures are unrelated code paths and symptoms." + "reason": "Unrelated symptoms and code paths; tokenizer max length is not the same as multi-GPU device-map failure." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both concern object detection, but they are different RT-DETR/LwDETR failure modes and not the same concrete bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "One is an environment/import error for PyTorch availability; the other is a model-loading regression for Llama 3.2 Vision." + "reason": "One is a missing-PyTorch import error; the other is a model-loading regression for a specific Llama vision model." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output-difference regression and Qwen3.5 save_pretrained key mapping are different bugs in different model flows." + "reason": "Different models and different problems: RT-DETR output divergence vs incorrect visual-encoder key saving." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Missing lm_head weight tying in Mistral3 and LoRA merge collapse with extended vocab are not the same underlying defect." + "reason": "Both mention weight tying, but the underlying bugs are different model-specific failures and not mergeable as one fix." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "MacOS bus error with CLIP is unrelated to TrainerState token-count tracking." + "reason": "Torch incompatibility and kernels revision/version requirements are separate dependency issues." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Torch version incompatibility and kernels revision/version requirement failures are separate dependency issues." + "reason": "A MacOS bus error on CLIP is unrelated to TrainerState token accounting." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max-length are different subsystems and failure modes." + "reason": "Qwen3Moe FP8 loading failure is unrelated to CLIP tokenizer max length." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT version constraint issue." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend from an install extra and a missing Qwen2_5_VL import are unrelated packaging/model issues." + "reason": "Packaging/backend availability and a missing model import are different problems." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch-not-found import failure and LayoutLMv3 box-content error messaging are unrelated." + "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 box-content handling." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "The former is a functional video-input regression for Qwen VL models; the latter is a performance regression in long-context generation with FA2." + "reason": "Tokenizer AddedToken argument duplication is a different bug than est-roberta loading failure." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer-loading failure for est-roberta are different tokenizer bugs." + "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading KeyError and init_empty_weights unexpected argument are distinct loading-time errors." + "reason": "MobileLLM key lookup failure and init_empty_weights argument mismatch are separate load-time issues." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "trainer.evaluate after train and TimesFM window_size AttributeError are unrelated trainer/model issues." + "reason": "Trainer evaluate-after-train behavior is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One concerns model/qformer parameter dtypes after loading BLIP2; the other concerns config.dtype staying stale in from_config." + "reason": "BLIP2 dtype propagation on load is distinct from from_config() leaving config.dtype stale." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are unrelated training/loading paths." + "reason": "FP8 config loading failure and FSDP CPU RAM efficient loading are different training/runtime paths." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states behavior and tokenization-version changes do not describe the same bug." + "reason": "Qwen3.5 hidden-state behavior is unrelated to a tokenizer version-change report." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breaks and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 behavior for XLMRoberta and missing PyTorch import are not the same issue." + "reason": "Flash Attention 2 support for XLM-Roberta is not the same as a missing-PyTorch import error." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "DeepSpeed weight-shape runtime error and tokenizer consistency are unrelated." + "reason": "Repo loading failure and list_repo_files revision forwarding are separate API issues." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 and forwarding revision in list_repo_files are different repository/API issues." + "reason": "DeepSpeed weight-shape runtime error is unrelated to tokenizer slow/fast inconsistencies." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and Qwen3OmniMoe video-input ValueError are different failure modes and likely different code paths." + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both involve Qwen video processing, but the models and errors differ enough that they do not clearly share one underlying bug." + "reason": "These are both tokenizer regressions, but they affect different models and different mechanisms." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "These are different tokenizer regressions affecting different model families and tokenization behaviors." + "reason": "Both are video-input bugs, but they affect different Qwen model families and different failure modes." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow install-backend packaging and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "Backend packaging issues are unrelated to a model-loading failure for cjvt/sleng-bert." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same v5.3.0 Qwen2.5-VL video-input regression, with 45381 looking like a narrower manifestation of the broader bug in 44479." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading are different multimodal issues." + "reason": "Both report the same Qwen2.5-VL 5.3.0 video-input regression, with 45381 describing a narrower symptom of the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 44479 is clearly the broad v5.3.0 video-input regression issue, and 45381 is a narrower Qwen2.5-VL manifestation. The other soft-edge rejections are conservative and generally supported by the issue titles and descriptions. No obvious overstatement stands out." + "feedback": "The summary is grounded in the packet, and the only accepted pair (44479/45381) looks like a conservative duplicate-style match. The other verdicts appropriately separate different models, code paths, or failure modes without overstating similarity." }, "evaluator_used": true, "retried": false, @@ -7161,7 +7158,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:24643", "issue:29870", @@ -7185,11 +7182,11 @@ "issue:44488", "issue:44568", "issue:44589", - "issue:44625", "issue:44737", + "issue:44792", "issue:44821", - "issue:44877", "issue:44898", + "issue:44964", "issue:45042", "issue:45072", "issue:45081", @@ -7213,6 +7210,7 @@ "issue:46846" ], "soft_pairs": [ + "issue:44792|issue:44964", "issue:38175|issue:44898", "issue:43540|issue:44479", "issue:43257|issue:43756", @@ -7228,216 +7226,215 @@ "issue:44568|issue:46491", "issue:43716|issue:46701", "issue:45405|issue:45600", - "issue:44737|issue:46463", "issue:43906|issue:46468", "issue:43577|issue:45072", "issue:43531|issue:44821", "issue:24643|issue:29870", + "issue:44737|issue:46463", "issue:43906|issue:46693", "issue:45823|issue:46463", "issue:43452|issue:44488", "issue:43697|issue:46829", - "issue:44625|issue:44877", "issue:45357|issue:45920", "issue:45663|issue:46846", "issue:43540|issue:46693" ], - "prepared_review_unit_hash": "6a0cb6e6f97754beb9a2e5b671628e2c81382db7fbb66256eeb3d68ac355d7f0", + "prepared_review_unit_hash": "cf1a4d8e87f7254db7eff55ee78331e60ac1e17915135011ced353b92b4d59bd", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36539, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated Transformer bugs/regressions across different model families and subsystems; there is no strong duplicate group, so the best representative issue is the broad AutoTokenizer regression thread.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45920 is the broadest, most canonical representative: it describes a concrete v5 tokenizer regression impacting multiple model families with clear reproduction and scope.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best single issue to anchor the cluster because it is well-scoped, high-impact, and explicitly spans several affected models, unlike the more model-specific reports here.", - "best_pr_reason": null, + "summary": "This is not a true duplicate cluster: the items span unrelated bugs across trainer APIs, tokenizers, multimodal loading, dtype/device mismatches, and model-specific regressions. All soft edges look like superficial similarity rather than the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the cluster is too heterogeneous, and none of the issues is a safe duplicate target for the others.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative; the topics diverge by model family and code path.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but they involve different models and different failure modes." + }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are image-processing bugs, but they affect different models and failure modes: zero probabilities in SigLIP2 vs Perceiver resize/interpolation handling." + "reason": "Different vision models and distinct bugs; the symptoms do not point to the same code path." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but one is Qwen3OmniMoe-specific processing and the other is a broader v5.3.0 regression across several Qwen video models." + "reason": "Both mention Qwen video inputs, but the affected models and reported regressions are not the same bug." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different bugs: loading Qwen3 MoE weights with accelerate+deepspeed vs Smollm3 dropping RoPE layers." + "reason": "Different model families and different weight/layout issues; not the same underlying problem." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting not updating is unrelated to CustomTrainer.compute_loss receiving a new num_items_in_batch kwarg." + "reason": "Unrelated TrainerState tracking bug vs. a compute_loss API compatibility error." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths: init_empty_weights/_is_hf_initialized argument error vs AutoImageProcessor-from-URL failure." + "reason": "One is an init_empty_weights loading error; the other is an AutoImageProcessor-from-URL issue." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer issues, but one is AddedToken kwarg duplication and the other is a Mistral regex patch crash on tokenizer internals." + "reason": "Different tokenizer internals and different crash points." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both concern 4-bit inference, but the underlying bugs differ: uint8 audio-module finfo handling vs llm_int8_skip_modules clearing the default lm_head exclusion." + "reason": "Both are 4-bit inference issues, but they stem from different mechanisms and code paths." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and TimesFM window_size AttributeError are unrelated." + "reason": "Apple Silicon allocator TypeError vs. TimesFM window_size AttributeError are unrelated." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "One is a PIL backend dependency regression in image processors; the other is a tokenizer regex patch crash." + "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex crash." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Different Qwen/SmolLM model bugs: missing RoPE layers vs missing decorator for apply_rotary_pos_emb registration." + "reason": "Both touch rotary-related logic, but they are different models and different failures." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Loading facebook/MobileLLM-125M hits a key error, while the other is about missing Float8 storage support." + "reason": "Model loading key error vs. missing float8 storage type are distinct problems." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE/positioning, but one is a Smollm3 architecture/config issue and the other is a Qwen2.5-VL temporal-position scaling regression." + "reason": "Different Qwen vs. Smollm issues; not the same rotary-position bug." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS insertion vs leading-space strip on encode/decode round-trip." + "reason": "Tokenizer behavior regressions, but on different models and different symptoms." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "A dtype mismatch in Mistral-3 image preprocessing is unrelated to DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Both are multimodal, but they affect different models and different pipelines." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A release/version pin issue for PEFT is unrelated to stale auto_mappings references breaking CI." - }, - { - "left": "issue:44737", - "right": "issue:46463", - "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder-input validation message bug are different code paths and symptoms." + "reason": "Package version pinning and auto_mappings CI breakage are unrelated maintenance issues." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "One is an isolated reproduction of an older issue; the other is an official Nemotron example failure. No evidence they are the same bug." + "reason": "An isolated reproduction of an old issue is not the same as a broken official example." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and mechanisms: Blip2 dtype propagation vs SwitchTransformers/TimmWrapperModel bfloat16 mismatches." + "reason": "Different dtype mismatch bugs in different model architectures and inference setups." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor loading from URL." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-dimension error and Bart generate decoder_attention_mask initialization bug are different failures." + "reason": "DeepSpeed training weight-shape error vs. Bart generate() local-variable error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU placement bug in XLNet positional encoding vs. T5 decoder input validation message are different issues." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "A reproduction of an older issue is not the same as a performance regression in FA2 long-context generation." + "reason": "Old reproduction issue vs. a performance regression in long-context generation; not the same bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 PLE device mismatch and T5 decoder-input validation are unrelated bugs." + "reason": "Gemma4 device-map mismatch and T5 error-message validation are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file breaking pretrained loading APIs is not the same as failing to load a specific model name." + "reason": "Both are loading failures, but for different models and different root causes." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different regression classes: RTDetrV2 output changes vs VideoPrism output field mix-up." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and strict config loading for granite_speech are distinct config-loading issues." + "reason": "Different model outputs/outputs structure bugs; no shared code path." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained visual-encoder keys and the other is tokenizer ID regression; different code paths." + "reason": "Save_pretrained visual-key regression vs. wrong token IDs are unrelated tokenizer/model-save issues." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen3.5 TP plan omissions are separate model-parallelism bugs." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs. Qwen3.5 TP-plan omission are different model-parallelism problems." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video input processing failure is unrelated to the FA2 long-context performance regression." + "reason": "Video-input ValueError vs. long-context FA2 performance regression are different failure modes." } ] }, @@ -7459,7 +7456,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28282", "issue:32090", @@ -7470,13 +7467,11 @@ "issue:43452", "issue:43525", "issue:43526", - "issue:43531", "issue:43643", "issue:43653", "issue:43688", "issue:43697", "issue:43720", - "issue:43742", "issue:43749", "issue:43761", "issue:43819", @@ -7485,9 +7480,11 @@ "issue:44442", "issue:44466", "issue:44493", + "issue:44625", "issue:44737", "issue:44811", "issue:44843", + "issue:44877", "issue:44898", "issue:44913", "issue:44936", @@ -7511,12 +7508,13 @@ "issue:46899" ], "soft_pairs": [ + "issue:44625|issue:44877", "issue:44913|issue:46121", "issue:44737|issue:45588", - "issue:43526|issue:45479", - "issue:46463|issue:46899", "issue:43697|issue:45216", + "issue:46463|issue:46899", "issue:28282|issue:32090", + "issue:43526|issue:45479", "issue:43720|issue:44898", "issue:43643|issue:45375", "issue:43761|issue:46829", @@ -7535,200 +7533,202 @@ "issue:45372|issue:46170", "issue:43295|issue:45356", "issue:45542|issue:46178", - "issue:42898|issue:46491", - "issue:43531|issue:43742" + "issue:42898|issue:46491" ], - "prepared_review_unit_hash": "e4bd37474154bca0cbe609560fca147be35836d419d3271f2e6e2c7234b5c260", + "prepared_review_unit_hash": "5b463b1b64f4079e521659a1a88f395a418168a1a315a1ec1bbcc78362680fea", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 36080, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks heterogeneous: most items share only broad subsystems (tokenizers, configs, loading, regressions) but not the same concrete bug. I selected a broad, detailed v5 tied-weights regression as the representative issue, and rejected all soft edges as non-duplicates.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45005 is the most comprehensive and broadly framed report in the set, with a detailed description around tied-weights behavior in v5 and enough scope to serve as the cluster representative.", + "summary": "This cluster is mostly a grab-bag of unrelated model, tokenizer, and dependency regressions. A few duplicate families are plausible, including tied-weights serialization in v5 and tokenization space-cleanup behavior, but the Gemma 4 processor import error and the Windows ROCm/torch.distributed issue are not the same bug and should not be grouped as a duplicate pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is still the strongest canonical issue: it captures the broad tied-weights regression family in v5 and cleanly subsumes the narrower lm_head.weight serialization symptom in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is also the strongest standalone issue candidate: it is detailed, impactful, and describes a concrete regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45005 is the best cluster anchor because it is broad, user-facing, and representative of one of the few concrete duplicate families in the packet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different model families and different failure modes: missing num_labels propagation vs strict config rejecting granite_speech." + }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/config handling, but one is about reload defaults and the other is a JSON-list validation TypeError; different bugs and code paths." + "reason": "One is a silent reload regression for rotary_pct; the other is a TypeError in rope validation on JSON-loaded lists. Related area, but different concrete defects." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Unrelated failures: XLNet CPU allocation vs flash_attention crashing on s_aux=None." + "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated code paths with different symptoms and fixes." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both involve labels, but one is a BeitImageProcessorFast reduction bug and the other is a sequence-classification loss edge case." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions, not the same bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Different areas entirely: T5 decoder-input validation messaging vs Gemma4 multimodal 4-bit dtype casting." + "reason": "An incorrect T5 validation message is unrelated to Gemma4 4-bit multimodal dtype casting failures." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Both are regressions, but one is RTDetrV2 output mismatch and the other is Qwen3.5 checkpoint serialization; not the same underlying issue." + "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are completely different issues." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "AutoModel import failure without PyTorch and Trainer GPU broadcast NoneType error are unrelated." + "reason": "BeitImageProcessorFast reduce_labels truncation and single-label classification zero-loss behavior are different model/component bugs." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet unpacking during accelerate loading and Perceiver positional interpolation failure are different load-time bugs." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation failures are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but the first is a generic trust_remote_code AutoConfig issue and the second is a specific Qwen3_5MoeVisionConfig strict-field omission." + "reason": "Both mention missing config fields, but one is a generic trust_remote_code object-shaping issue and the other is a specific strict-drop of deepstack_visual_indexes." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern output fields, but CLIPVisionModel missing hidden_states and VideoPrism misplacing last_hidden_state are distinct model/output bugs." + "reason": "Both involve vision-model outputs, but one is missing hidden_states while the other misassigns last_hidden_state into hidden_states. Different concrete bugs." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input error text are unrelated." + "reason": "Gemma 4 mm_token_type_ids defaults and T5 decoder-input validation messaging are unrelated." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights in v5, but one is device-dependent lm_head.weight serialization and the other is translation-model tied-weight behavior; too broad to treat as the same bug." + "accept": true, + "reason": "These are the same tied-weights regression family in v5: issue:45005 is the broad translation-model problem, and issue:44466 is a specific device-dependent lm_head.weight serialization symptom." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different regressions." + "reason": "Unexpected position-id keys after save/load and sinq quantization breakage after save_pretrained are different serialization problems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different tokenizer classes and different failure modes." + "reason": "Different tokenizer classes and different failure modes; not the same underlying bug." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task AttributeError are not the same bug." + "reason": "BigBird special-token decode bug and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() after train() failure do not share the same code path." + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train() are different code paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "DAC.from_latents STE mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer/from_pretrained, but one is gguf support breakage and the other is an offline-mode Mistral regex patch issue." + "reason": "gguf_file loading breakage and an unconditional model_info() hub call in offline mode are different loader issues." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: SIGLIP2 zero probabilities versus processor.tokenizer/image-tokenizer access breakage." + "reason": "Siglip2 nonsensical outputs and processor.tokenizer access/passing images regression are different multimodal bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "MoE auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model issues, but Siglip2 nonsensical AutoModel results and Perceiver interpolation failure are not the same underlying bug." + "reason": "Both are model inference regressions, but they concern different architectures and different failure mechanisms." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id and DiffusionGemma image-text pipeline failure are different problems." + "reason": "Llama4Config pad_token_id missing and DiffusionGemmaGenerationOutput pipeline failure are unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor import failure due to mistral_common and Windows ROCm torch.distributed dependency issues are unrelated." + "reason": "These are different failure modes: Gemma 4 processor loading fails because ReasoningEffort cannot be imported from mistral_common, while the Windows AMD ROCm issue is a torch.distributed dependency ImportError/TypeError. They do not look like the same underlying bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor.tokenizer/image passing in v5.57.5 and the other is Kimi-K2.5 codec/regex behavior; different concrete bugs." + "reason": "Both are regressions in tokenizer/processor behavior, but they affect different models and different root causes." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-selection issues, but tensorboard-without-TensorFlow and tensorflow_text backend mapping are distinct failures." + "reason": "Both are backend/dependency errors, but the specific backend mapping failures are different (tensorboard/TensorFlow vs tensorflow_text)." }, { "left": "issue:42898", "right": "issue:46491", - "accept": false, - "reason": "Both involve tokenization behavior, but one is a global v5 clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip regression." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and a key error while loading MobileLLM-125M are unrelated." + "accept": true, + "reason": "These are the same tokenization-space regression family: 42898 discusses the v5 clean_up_tokenization_spaces change, and 46491 is a concrete CodeLlama leading-space round-trip symptom." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded in the packet. `issue:45372` is about Gemma 4 processor loading failing because `ReasoningEffort` cannot be imported from `mistral_common`, while `issue:46170` is a Windows AMD ROCm / `torch.distributed` dependency ImportError/TypeError. Those are different failure modes and do not look like the same bug. Because the summary also lists this as a credible duplicate family, the cluster writeup overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7743,7 +7743,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:29159", "issue:32090", @@ -7753,18 +7753,18 @@ "issue:41720", "issue:43452", "issue:43504", + "issue:43531", "issue:43550", "issue:43577", - "issue:43606", "issue:43611", "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43720", + "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43927", "issue:44464", "issue:44466", @@ -7795,17 +7795,17 @@ "issue:46846" ], "soft_pairs": [ + "issue:43531|issue:43742", "issue:43653|issue:44568", "issue:29159|issue:33357", "issue:43646|issue:43749", "issue:43452|issue:43577", "issue:43756|issue:46402", - "issue:43688|issue:45704", "issue:44843|issue:44991", + "issue:43688|issue:45704", "issue:43653|issue:43927", "issue:44464|issue:44743", "issue:44484|issue:44704", - "issue:43550|issue:43927", "issue:43688|issue:45701", "issue:45491|issue:46002", "issue:44479|issue:44625", @@ -7824,122 +7824,114 @@ "issue:43577|issue:44554", "issue:43611|issue:46846", "issue:43720|issue:43927", - "issue:43504|issue:44610", - "issue:43782|issue:46693", - "issue:43606|issue:43927" + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "4d5ee0ecd881ddeda74b0bbda55e9494bf7068035875597ea31ad5093599bd92", + "prepared_review_unit_hash": "09f997d46ac3179539cac155c157c8b69d3b819d6919ea0d96de588f79a84be0", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37391, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "soft_pair_count": 30, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, generation/cache issues, quantization/load-path failures, and unrelated device/compiler problems. None of the soft pairs look like the same underlying bug, so no canonical duplicate target emerges.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated bug classes and model families, so none can credibly represent the whole cluster as a duplicate target.", + "summary": "This cluster is a loose grab-bag of Transformers bug reports, mostly unrelated model-loading or generation regressions. None of the soft edges look like true duplicates, and there are no PRs to compare.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest representative item: a version-wide loading regression in Transformers 5.0. The rest of the set is mostly narrower, model-specific breakages or unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too broad and the closest-looking issues still have distinct root causes and fix paths.", + "best_issue_reason": "Issue 43611 is the best fit as a cluster representative because it describes a general core regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures; one is a Qwen3-MoE sliding-window bug, the other a MobileLLM load-time key error." + }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different missing-token behaviors." + "reason": "Both involve tokenizers and special tokens, but they are different bugs in different models/code paths." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and a CLIP bus error on MacOS are unrelated failures." + "reason": "Tokenizer inconsistency is unrelated to the MacOS CLIP bus error." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "One is custom model initialization breakage in v5; the other is FSDP CPU-efficient loading. Different code paths." + "reason": "Custom model init breakage and FSDP CPU-efficient loading are distinct regressions." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Both involve model loading, but gguf/AutoModel loading and Blip2 dtype propagation are separate bugs." + "reason": "GGUF loading breaks are unrelated to Blip2 dtype propagation." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer loss and Sam3 text encoder weights not loading are distinct model-specific issues." + "reason": "RoPE layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not loading." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Auxiliary-loss normalization and an apex RMSNorm memory leak are unrelated." + "reason": "Both are tokenizer-loading problems, but the specific failures and code paths differ." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Both concern tokenizer loading, but one is an offline hub lookup bug and the other is a specific model tokenizer regression." + "reason": "Aux-loss normalization and RMSNorm memory leak are unrelated issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration in a tokenizer is not the same as DiaConfig losing custom token IDs after save/load." + "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation under compiled forward and Qwen3.5 recurrent-state reset are different generation bugs." + "reason": "Chunked-generation inconsistency with compiled forward is not the same as recurrent-state reset with cache." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard sizing and AutoProcessor kwargs forwarding are unrelated API behaviors." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "torch.compile + SDPA failure and DiaConfig token-ID loss have different roots and symptoms." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and version-dependent tokenization are unrelated." + "reason": "Shard-size defaults and AutoProcessor kwargs forwarding are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 attention/sliding-window issue and the other is classification-head checkout/init behavior." + "reason": "Gemma3 NaNs from sliding-window attention do not match classification-head NaNs after checkout/init." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are separate Qwen issues." + "reason": "Video-input regression and num_labels propagation are different Qwen3.5 bugs." }, { "left": "issue:44821", @@ -7951,103 +7943,91 @@ "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "An MoE auxiliary-loss bug and DeepseekV3MoE divergence from remote implementation are not the same change." + "reason": "Aux-loss normalization bug is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are unrelated." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping affect different generation paths." + "reason": "Serve KV-cache indexing crash and beam-search cache reorder skipping are different generation bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training do not share a concrete bug." + "reason": "Generic NoneType GPU broadcast error is not the same as Qwen2-VL multi-GPU training." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Tied-weight serialization depends on device, while sinq quantization breaks save/load; separate problems." + "reason": "Device-dependent lm_head serialization differs from broken sinq quantized save/load." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different loading failures." + "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FA2 long-context performance regression are not the same issue." + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are different problems." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Legacy-field loading failure is unrelated to Bamba torch.compile + SDPA failure." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failure are different code paths." + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping on A800 and compiled-forward chunked generation are unrelated." + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to chunked generation output inconsistency." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "trust_remote_code missing fields and is_torch_fx_available removal break different parts of remote-code loading." + "reason": "Missing fields from trust_remote_code configs and removal of is_torch_fx_available are different breakages." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated." + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3.5 tensor-parallel plan gaps are different problems." + "reason": "Generic v5 loading regression is unrelated to Qwen3.5 TP-plan missing linear_attn entries." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are unrelated." + "reason": "Packed-weight loading and custom token IDs persistence are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor/model size mismatch are separate bugs." - }, - { - "left": "issue:43782", - "right": "issue:46693", - "accept": false, - "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are not the same failure." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU-offload device mismatch for bark-small and DiaConfig custom token ID loss are unrelated." + "reason": "BEiT model preset loading and OmDet-Turbo processor image-size mismatch are unrelated." } ] }, @@ -8069,7 +8049,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28218", "issue:33357", @@ -8084,12 +8064,12 @@ "issue:43493", "issue:43525", "issue:43572", - "issue:43575", + "issue:43606", "issue:43646", "issue:43688", "issue:43701", "issue:43720", - "issue:43824", + "issue:43782", "issue:43825", "issue:43844", "issue:43927", @@ -8101,7 +8081,6 @@ "issue:44514", "issue:44554", "issue:44568", - "issue:44589", "issue:44625", "issue:44792", "issue:44843", @@ -8118,21 +8097,24 @@ "issue:46209", "issue:46365", "issue:46489", + "issue:46693", "issue:46710" ], "soft_pairs": [ - "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43606|issue:43927", "issue:33666|issue:36331", + "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:43493|issue:43825", "issue:43720|issue:44361", - "issue:44554|issue:46365", "issue:44514|issue:45290", "issue:44964|issue:45405", + "issue:44554|issue:46365", "issue:44977|issue:46209", "issue:43525|issue:43572", - "issue:44625|issue:45584", "issue:43452|issue:44451", + "issue:44625|issue:45584", "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:42796|issue:44977", @@ -8142,231 +8124,229 @@ "issue:43278|issue:43844", "issue:46209|issue:46710", "issue:43646|issue:44466", - "issue:33357|issue:33666", - "issue:44568|issue:46489", "issue:44849|issue:46209", + "issue:44568|issue:46489", + "issue:33357|issue:33666", "issue:43278|issue:43701", - "issue:44568|issue:45812", "issue:44488|issue:44843", + "issue:44568|issue:45812", "issue:44792|issue:45405", - "issue:43927|issue:44361", - "issue:43824|issue:44589", - "issue:43575|issue:45405" + "issue:43927|issue:44361" ], - "prepared_review_unit_hash": "d3579e95dafe668c5a8465ff6666d531aecab9128b977d42cd399a9c46516224", + "prepared_review_unit_hash": "0a26806baee658e262d629e55a0e3e2549b8c3c54d72a7d79028cd08e57d6825", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37067, - "estimated_input_tokens": 9267, - "estimated_eval_tokens": 18790 + "serialized_chars": 37080, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster does not resolve to a single duplicate set: most pairs are only superficially similar (shared subsystem or API surface) but describe different bugs, regressions, or models. No soft edge should be merged.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, multimodal, training, loading, and performance bugs. None of the proposed soft edges looks like the same underlying issue/change, so all should be rejected. If forced to pick one representative issue, issue 45812 is the strongest general tokenizer-regression report.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 45812 is the closest thing to a cluster representative: it is a broad, clearly framed tokenizer regression with strong impact and good discussion context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest representative issue overall because it describes a broad tokenizer regression with multiple inbound references, but it is still not a duplicate of the other issues in this cluster.", + "best_issue_reason": "Issue 45812 is the most actionable single issue to keep as the representative entry, even though the cluster overall is not coherent.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3VL load-time weight_only error vs FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different problems: dtype drift in evaluation vs auxiliary-loss normalization." + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig custom token IDs lost on save/load." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training request vs a trainer API signature regression." + "reason": "Different code paths: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated training/eval dtype issue vs auxiliary loss normalization bug." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio sampling-rate default bug vs multimodal processor/tokenizer regression." + "reason": "Different processor regressions: audio chat-template sample rate default vs processor.tokenizer/images compatibility break." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch vs an unrelated pipeline error message issue." + "reason": "SigLIP2 implementation discrepancy and a pipeline error message issue are not the same bug." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading bug vs MLukeTokenizer task attribute error." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness bug vs import failure caused by datasets package interaction." + "reason": "Packed-weight loading failure in BitNet is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but they fail on different inputs and code paths." + "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant tool-call content handling; not the same concrete bug." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure vs an unreleased dependency version bump." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version pin problem." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields after v5, but for different models and different attributes." + "reason": "Similar theme (missing pad-related config fields), but different models, attribute names, and failure modes." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Qwen3.5 label propagation bug vs Whisper empty-transcription generation failure." + "reason": "gguf_file loader breakage is a specific from_pretrained path issue, while the ScandiBERT report is a separate model-loading failure." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "gguf_file loading regression vs a specific model load failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription are unrelated." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device mismatch in Gemma4 forward pass vs quantized-model save/load breakage." + "reason": "Gemma4 device_map mismatch and sinq save/load quantization break are different bugs." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP model loading." + "reason": "Tokenizer spacing regression and a MacOS CLIP bus error are unrelated." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling vs Qwen3.5 flash-attention generation." + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Wrong SigLIP2 outputs vs return_tensors being ignored in kwargs handling." + "reason": "SigLIP2 output quality regression and ignored return_tensors kwarg are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Model implementation discrepancy vs a DeepSpeed gradient regression." + "reason": "SigLIP2 discrepancy and DeepSpeed gradient growth are different model/runtime problems." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs example errors vs a runtime regression in processor.tokenizer/image handling." + "reason": "Documentation example errors are unrelated to the processor.tokenizer/images regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Training/eval dtype mismatch vs gradient blow-up under ZeRO-3." + "reason": "Embedding dtype drift and DeepSpeed gradient explosion are not the same bug." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Different performance/inference regressions in unrelated model paths." + "reason": "FP8 inference failure on B200 is unrelated to the DeepSeek-R1 accuracy regression." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage vs serialization inconsistency for tied weights." + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are distinct v5 issues." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "MacOS CLIP crash vs multi-GPU training request." + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are unrelated." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Different tokenizer regressions on different models; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization mechanisms; not a single shared bug." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Qwen3.5 hidden-state bug vs FP8 inference failure." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Dtype regression vs checkpoint key mismatch." + "reason": "Embedding dtype change is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both tokenizer regressions, but they affect different tokenization behaviors and models." + "reason": "Generic model-loading failure and offline-mode network call bug are different issues." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Model load failure vs offline-mode break from an unconditional hub call." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is wrong token IDs for Granite; different code paths and likely fixes." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure vs dependency version pinning issue." + "reason": "Janus generation test failure is unrelated to the PEFT version requirement issue." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config serialization bug vs tokenizer task attribute error." - }, - { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Missing import symbol vs storage-object type error." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "OOM when loading a large model with tensor parallelism vs a PEFT version bump." + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are unrelated." } ] }, @@ -8388,7 +8368,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:29159", "issue:29942", @@ -8400,9 +8380,11 @@ "issue:43334", "issue:43504", "issue:43572", + "issue:43575", "issue:43606", "issue:43653", "issue:43696", + "issue:43824", "issue:43844", "issue:43873", "issue:43937", @@ -8415,13 +8397,12 @@ "issue:44849", "issue:44869", "issue:44964", - "issue:44977", "issue:45072", - "issue:45084", "issue:45200", "issue:45229", "issue:45245", "issue:45357", + "issue:45405", "issue:45520", "issue:45588", "issue:45759", @@ -8439,25 +8420,27 @@ "issue:46858" ], "soft_pairs": [ - "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:43575|issue:45405", "issue:44849|issue:45357", + "issue:43504|issue:43606", "issue:43257|issue:43299", "issue:46399|issue:46846", "issue:45245|issue:46710", - "issue:46821|issue:46832", "issue:44493|issue:46285", "issue:43606|issue:44112", - "issue:45072|issue:46832", - "issue:44589|issue:45520", + "issue:46821|issue:46832", "issue:43334|issue:43572", + "issue:44589|issue:45520", "issue:43334|issue:45759", + "issue:45072|issue:46832", "issue:43504|issue:43653", "issue:43572|issue:44291", "issue:44464|issue:46424", "issue:43937|issue:46701", "issue:46832|issue:46858", - "issue:45200|issue:45229", "issue:43844|issue:44964", + "issue:45200|issue:45229", "issue:44869|issue:46752", "issue:43873|issue:46050", "issue:29942|issue:30333", @@ -8465,212 +8448,210 @@ "issue:43994|issue:44493", "issue:45588|issue:46050", "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:44977|issue:46701", - "issue:45084|issue:45520" + "issue:29159|issue:32090" ], - "prepared_review_unit_hash": "72168c12f28785fe9acb3958049adcae2a7689c8aff9f7c8f44549e7dee28cc7", + "prepared_review_unit_hash": "81a13dade24cd35978c92820880a178f6e677b76d194fda8681790e4eeec8233", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35944, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is very heterogeneous; the soft-similarity pairs mostly share a model family or subsystem name, but they do not describe the same concrete bug. I would not merge any of the candidate pairs.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest, most actively discussed issue in the set and has the strongest external linkage, so it is the least arbitrary anchor if a single canonical issue must be chosen.", + "summary": "This set is a loose collection of transformer bug reports rather than one coherent duplicate cluster. The proposed soft edges mostly share a subsystem or model family name, but they describe different concrete failures and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy issue in the set, so it is the best representative anchor; however, the items overall do not form a single true duplicate topic.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative of the overall cluster\u2019s recurring resource-management/runtime themes, though the cluster is too mixed to support a strong canonical choice.", + "best_issue_reason": "issue:43873 has the widest scope and strongest engagement among the issues here, making it the most suitable general representative for triage, even though the cluster is not truly homogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Different bugs: legacy config field on Beit loading vs. CPU offload device mismatch in Bark." + "reason": "Different problems: a missing import for Qwen2.5-VL vs a Float8 storage lookup failure." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is an OOM during tensor-parallel loading; the other is a dependency/version packaging issue." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Same model family, but different failure modes: hidden-states output bug vs. incorrect visual encoder keys on save_pretrained." + "reason": "Both mention Qwen3.5, but one is an output_hidden_states bug and the other is a save_pretrained key regression." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different model families and failure modes: BEiT legacy config loading vs Bark CPU offload device mismatch." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MOE loading, but one is about weight conversion with accelerate+deepspeed and the other about a transformers dev regression loading Qwen3VL MOE models." + "reason": "Both involve Qwen MoE, but one is an accelerate/deepspeed conversion issue and the other is a transformers dev loading breakage." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a kernel registration error and the other is a tensor-parallel plan/OOM-shape issue." + "reason": "Both are Qwen3.5-related, but the first is a kernel registration crash and the second is a tensor-parallel plan OOM/shape issue." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Completely different problems: categorical cardinality limit vs. accuracy regression after a version upgrade." - }, - { - "left": "issue:46821", - "right": "issue:46832", - "accept": false, - "reason": "Different models and code paths: TimesFM window_size attribute handling vs. RT-DETR backbone feature-level mismatch." + "reason": "Unrelated: category-count runtime limit vs an accuracy regression after upgrade." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Both mention model structure/key changes, but one is an unexpected position-id key issue and the other is a CLIP text-model API inconsistency." + "reason": "Different code paths: position-id key warnings vs CLIP text-model structure inconsistency." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "One is a real device-mismatch bug during CPU offload; the other is a stale CI test failure in GraniteSpeech." + "reason": "One is a real CPU-offload mismatch in Bark; the other is a stale GraniteSpeech CI test." }, { - "left": "issue:45072", + "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "Different subsystems and symptoms: bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs. RT-DETR forward feature-level error." + "reason": "Different runtime failures in different models: a missing window_size attribute vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different models and different missing fields (_pad_token_id vs pad_token_idx)." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Unrelated runtime issues: missing Float8 storage class vs. flash_attn import key error on Python 3.13." + "reason": "Unrelated compatibility bugs: Float8 storage handling vs flash_attn import_utils KeyError on Python 3.13." }, { "left": "issue:43334", - "right": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Both are config attribute regressions, but they affect different models and different missing fields." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect text_config unwrapping." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Related to composite Qwen multimodal loading, but one is a missing pad_token_id attribute and the other is an AutoModelForCausalLM text_config unwrapping bug." + "reason": "Different subsystems: bfloat16 dtype mismatch in inference vs RT-DETR backbone feature-level handling." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different model families and failure modes: Beit legacy-field loading vs. BigBird tokenizer special-token registration." + "reason": "Different model/tokenizer bugs: BEiT pretrained loading vs BigBirdTokenizer special-token registration." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Different regressions: missing pad_token_idx after 5.0 vs. unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "Different failures: a missing config field after version bump vs an unexpected init_empty_weights argument." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is max_cache_length handling only for quantized cache." + "reason": "Both are cache/generation-related, but one is compiled-forward inconsistency and the other is max_cache_length semantics for quantized cache only." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Different product areas: GLM generation config validation vs. DiffusionGemma pipeline output wiring." + "reason": "Different model/pipeline bugs: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline output handling." }, { "left": "issue:46832", "right": "issue:46858", "accept": false, - "reason": "Different bugs: RT-DETR backbone feature count mismatch vs. cache.get_seq_length device-tensor arithmetic under torch.compile." + "reason": "Both involve sequence/shape logic, but one is RT-DETR forward input mismatch and the other is static-cache seq-length tensor arithmetic on non-CUDA backends." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Same model family, but different bugs: missing mm_token_type_ids default vs. multi-GPU CUDA OOM." + "reason": "Unrelated: ZeRO-3 gradient growth vs a Phi-4 multimodal loading regression." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different issue classes: DeepSpeed ZeRO-3 gradient growth vs. model loading failure for Phi-4 multimodal." + "reason": "Same Gemma4 family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU inference OOM." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Both are decode/runtime crashes, but the former is Whisper timestamp decoding and the latter is apply_chat_template on an empty list." + "reason": "Different tokenizer/chat issues: Whisper timestamp decoding crash vs apply_chat_template on empty input." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both touch quantization/offloading, but one is a general offloading bug and the other is save/load corruption for sinq-quantized models." + "reason": "Both touch quantization/offloading, but one is a general offloading issue and the other is save/load breakage for sinq quantization." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Unrelated: Flash Attention 2 CI failures vs. MLflow reporting after failed training jobs." + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but OOM on multi-GPU inference is not the same concrete bug as a device mismatch during forward with device_map=auto." + "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a PLE device-mismatch forward bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different symptoms and code paths: nonsensical SigLIP2 outputs vs. unexpected key errors involving position ids." + "reason": "Different problems: SigLIP2 inference/pipeline nonsense output vs unexpected position-id key warnings." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Different bugs: flash_attention integration crashes on s_aux=None vs. quantized model save/load breakage." + "reason": "Different quantization-related bugs: flash_attention integration on sink-less models vs sinq save/load corruption." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Unrelated issues: local-path import warning vs. CUDA OOM for GPT-oss-20b." + "reason": "Completely unrelated: local-path import warning vs GPT-oss CUDA OOM." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Different problems: tokenizer inconsistency vs. Trainer GPU broadcast rejecting NoneType." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "No shared concrete bug: non-template-node compile error vs. flash_attn import KeyError." + "reason": "Tokenizer inconsistency has no substantive overlap with the Trainer _gpu_broadcast_one NoneType error." } ] }, @@ -8692,7 +8673,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:15354", "issue:28218", @@ -8701,9 +8682,7 @@ "issue:34567", "issue:37428", "issue:38175", - "issue:39692", "issue:41720", - "issue:42490", "issue:43065", "issue:43232", "issue:43295", @@ -8727,6 +8706,7 @@ "issue:44977", "issue:44987", "issue:45072", + "issue:45084", "issue:45198", "issue:45200", "issue:45356", @@ -8740,14 +8720,17 @@ "issue:46178", "issue:46192", "issue:46369", + "issue:46701", "issue:46710", "issue:46821" ], "soft_pairs": [ + "issue:44977|issue:46701", + "issue:45084|issue:45520", "issue:28218|issue:34567", "issue:43065|issue:46369", - "issue:44423|issue:44734", "issue:44554|issue:45446", + "issue:44423|issue:44734", "issue:15354|issue:38175", "issue:43493|issue:43701", "issue:41720|issue:46710", @@ -8760,229 +8743,227 @@ "issue:43540|issue:45200", "issue:43295|issue:43873", "issue:44186|issue:46192", - "issue:45200|issue:45823", "issue:43572|issue:46821", - "issue:45823|issue:46192", + "issue:45200|issue:45823", "issue:43295|issue:44610", + "issue:45823|issue:46192", "issue:43550|issue:43844", - "issue:29870|issue:29942", "issue:45520|issue:46178", + "issue:29870|issue:29942", "issue:43450|issue:43575", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:43232|issue:44849", - "issue:39692|issue:46192" + "issue:43232|issue:44849" ], - "prepared_review_unit_hash": "9d568bbf20fb8df8a8a52e97eb98bae1bcd9cebff90f76dc326f51ef61e85e2d", + "prepared_review_unit_hash": "ed2f1f10fdcd869eac2eda1c045b50cdffa6b1a0fec0e30850e54860074ca6c3", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36868, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "serialized_chars": 36800, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the soft pairs mostly share broad Transformers/model-serving keywords but point to different models, APIs, and failure modes. I reject all soft edges and see no clear duplicate anchor across the whole cluster.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43295 is the closest broad representative of the cluster\u2019s multimodal processor/tokenizer regression theme, but the set is still too heterogeneous for a real duplicate canonical.", + "summary": "No soft duplicates accepted. The candidate pairs mostly share only broad themes (tokenizers, generation, processors, flash attention, serving) but describe different concrete failures and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43295 is the broadest, most user-facing regression report in the set and would be the best anchor if this were a duplicate cluster, though the cluster is not actually a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best single issue to stand in for the loose processor/model-input regression theme, though it does not actually subsume the other reports as duplicates.", + "best_issue_reason": "issue:43295 has the clearest generalized regression framing and strongest potential as a representative tracker issue among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation bug vs DiffusionGemma pipeline output issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated errors in different areas: compile/non-template-node failure vs Python 3.13 flash_attn import KeyError." + }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing vs trainer token accounting; unrelated bugs." + "reason": "Tokenizer spacing bug and TrainerState token-count update bug are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d implementation vs SAM3 memory overflow; different problems." + "reason": "Both touch SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; not the same bug." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Different serve crashes with different code paths and symptoms." + "reason": "Different flex_attention problems: MPS attention correctness vs a PyTorch version check for AuxRequest import." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "MPS attention correctness bug vs flex_attention import/version check; unrelated." + "reason": "Both are serve crashes, but they affect different endpoints and failures: multimodal `.to` handling vs KV-cache continuation indexing." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp support vs SigLIP2 zero-probabilities issue; unrelated." + "reason": "JIT scripting GeneratorExp support and SigLIP2 zero-probabilities are unrelated model issues." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs checkpoint resume key mismatch; unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs DeepSeek accuracy regression; different failures." + "reason": "Different models and failure modes: device-mapped Qwen3 cuda assert vs DeepSeek accuracy regression after upgrade." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash vs rope validation TypeError; unrelated." + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs DeepSeek regression; unrelated." + "reason": "Different regression targets and symptoms; no shared code-path evidence." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch vs Wav2Vec2 save/tokenization failure; unrelated." + "reason": "dtype mismatch inference failures and Wav2Vec2 save/tokenization failures are not the same bug." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer API regression vs batched video shape bug; not the same defect." + "reason": "Both involve processors, but one is a v4.57.5 tokenizer/processor regression and the other is batched video shape handling." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention import failure vs meta-device loading breakage; unrelated." + "reason": "Import-time flash-attention symbol breakage and meta-device loading breakage are distinct issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Sink-less flash_attention crash vs text_config unwrapping in from_config; unrelated." + "reason": "Flash-attention sinkless-model AttributeError and Qwen multimodal from_config text_config unwrapping are different code paths." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing error vs mm_token_type_ids defaulting; unrelated." + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression vs quantization offloading issue; unrelated." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crash vs silent return_tensors ignore; unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Text-only fine-tuning token type IDs vs PLE device mismatch; unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer behaviors." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs TimesFM window_size AttributeError; unrelated." + "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Gemma4 device placement bug vs return_tensors/text_kwargs behavior; unrelated." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and PLE device mismatch during forward are different bugs." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression vs OmDet-Turbo size mismatch; unrelated." + "reason": "Different processor regressions: tokenizer/image passing breakage vs wrong video input resolution." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient anomaly; unrelated." + "reason": "Gemma4 device mismatch and return_tensors handling are unrelated." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "BART generation mask bug vs Flash Attention 2 test failures; different issues." + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and ZeRO-3 gradient growth are different training/runtime issues." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "flash_attn import KeyError vs backend mapping validation error; unrelated." + "reason": "Different backend-import failures: flash_attn KeyError vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug vs tensor-parallel OOM; unrelated." + "reason": "Video processor shape bug and tensor-parallel OOM are different failures." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Config field missing vs Qwen loading failure; unrelated." + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness bug vs tokenizer codec regression; unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are different bugs." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Missing flash-attention helper import vs missing Qwen2.5-VL class export; unrelated." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path import warning vs SigLIP2 model discrepancy; unrelated." + "reason": "Missing flash_supports_window_size import and Qwen2.5-VL import failure are separate import issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "sync_gpus generation kwargs bug vs Qwen3.5 hidden-states bug; unrelated." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 doc example problems vs silent return_tensors ignore; unrelated." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states bug are different generation paths." } ] }, @@ -9004,18 +8985,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28218", "issue:35141", "issue:38175", + "issue:39692", "issue:41720", + "issue:42490", "issue:42915", "issue:43262", "issue:43278", "issue:43334", "issue:43335", - "issue:43388", "issue:43450", "issue:43452", "issue:43493", @@ -9038,7 +9020,6 @@ "issue:44737", "issue:44792", "issue:44898", - "issue:45083", "issue:45127", "issue:45198", "issue:45200", @@ -9056,231 +9037,234 @@ "issue:46899" ], "soft_pairs": [ + "issue:42490|issue:43493", + "issue:39692|issue:46192", "issue:44466|issue:45127", "issue:38175|issue:43493", "issue:44521|issue:45290", "issue:43653|issue:44112", "issue:45381|issue:46209", - "issue:44737|issue:46894", "issue:28218|issue:35141", + "issue:44737|issue:46894", "issue:43278|issue:43856", "issue:42915|issue:43824", "issue:43950|issue:46285", "issue:43824|issue:43975", "issue:43452|issue:46512", + "issue:43262|issue:43450", "issue:43334|issue:43525", "issue:45200|issue:46899", - "issue:43262|issue:43450", "issue:44442|issue:45198", "issue:44792|issue:45563", - "issue:44898|issue:45412", "issue:43819|issue:44112", + "issue:44898|issue:45412", "issue:43526|issue:46192", "issue:45200|issue:45325", "issue:43827|issue:43901", "issue:41720|issue:46209", "issue:44561|issue:46234", - "issue:43335|issue:43550", - "issue:43388|issue:43526", - "issue:43819|issue:45083" + "issue:43335|issue:43550" ], - "prepared_review_unit_hash": "1818585e800bc79d2863f8a347c45e7a22a8c815de78bbaf0e3735df421e63ea", + "prepared_review_unit_hash": "e4584adf6117fde1f0657c6e49795438a3fe8523c011ca500373264f7e8a1d34", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36260, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links mostly connect issues in the same broad area or model family, but not the same concrete bug/change. I would not merge any of the proposed pairs as duplicates; there is no single canonical duplicate here.", - "confidence": 0.92, - "canonical_issue_reason": "No canonical issue: the items span many unrelated bugs (tokenization, multimodal chat templates, model configs, dtype/device regressions, docs, and inference failures), and the soft pairs do not describe the same underlying defect.", + "summary": "Most proposed pairs are unrelated and should stay separate. The only plausible duplicate-like pair is the two config-loading AttributeErrors for missing `pad_token_id`, which look like the same regression surfacing in different model configs.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43334 is the clearest representative of the `pad_token_id` regression: it directly describes the load failure and names the affected config path, making it a good anchor for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for duplicate consolidation: none of the issues clearly subsumes the others or serves as a representative duplicate target.", + "best_issue_reason": "issue:43334 is the best overall issue candidate because it is specific, concrete, and captures the underlying config API breakage more directly than the sibling report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning handling and SigLIP2 model quality discrepancy are different bugs in different code paths." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem; the other is a `text_kwargs`/`return_tensors` precedence bug. Not the same change." + }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both concern tied-weight / embedding behavior, but one is serialization of lm_head.weight and the other is LoRA merge collapse after vocab extension; different failure modes." + "reason": "Both involve tied weights/vocab handling, but one is serialization-by-device and the other is LoRA merge collapse after vocab extension; different failure modes." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but one reports zero probabilities while the other is a broader HF-vs-JAX discrepancy; not the same concrete bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; too different to merge." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is incorrect assistant masks for multimodal inputs and the other is a crash with tool-call assistant messages." + "reason": "Both are chat-template issues, but one is multimodal assistant masks and the other is tool-call tokenization crash. Separate bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Completely different subsystems: tokenizer special-token registration vs a GraniteSpeech CI device override test." + "reason": "BigBirdTokenizer special-token decoding and GraniteSpeech CI device-override failure are unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Unrelated problems: Qwen2.5-VL position IDs vs FP8 inference failure on B200." + "reason": "Qwen2.5-VL position-id logic and FP8 inference failure on B200 are different subsystems and symptoms." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Different models and code paths: XLNet CPU tensor allocation vs CohereASR training-loss shifting." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize with untied weights." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied output embeddings." + "reason": "XLNet CPU `arange` placement and CohereASR double-shift training loss are unrelated model bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different symptoms and causes: dtype drift in evaluate vs memory inefficiency during Qwen3 MoE training." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different issues with no shared code path evident." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "One is a Qwen3Moe FP8 config failure; the other is a missing exported class import error." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen2.5-VL import error are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structural inconsistency." + "reason": "Non-persistent buffer corruption during `from_pretrained()` is separate from CLIP text model structure inconsistency." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a Qwen2.5-VL class vs incorrect detokenization in DeepSeek coder; no shared bug." + "reason": "Importing Qwen2.5-VL and detokenization for DeepSeek coder are unrelated." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading failure and stale config.dtype after from_config are different API bugs." + "reason": "`gguf_file` loading breakage and stale `config.dtype` after `from_config(dtype=...)` are different API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video processor output shapes are unrelated processor bugs." }, { "left": "issue:43334", "right": "issue:43525", - "accept": false, - "reason": "Both mention pad_token_id missing, but they affect different config classes and are not shown to be the same code-path issue." + "accept": true, + "reason": "Both report the same underlying regression: model config objects missing `pad_token_id` during loading, causing `AttributeError` on new multimodal configs." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit multimodal dtype-cast failures are distinct problems." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and batched video output shapes are unrelated processor bugs." + "reason": "Gemma 4 `mm_token_type_ids` defaults and Gemma4 4-bit embedder dtype casting are different multimodal issues." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes: AutoTokenizer loading vs save_pretrained/tokenization." + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate tokenizer/model integration bugs." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus image-generation test failure is not the same as a stale num_return_sequences warning in paged generate()." + "reason": "Janus image-generation test failure and paged-generate stale warning are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "DAC `from_latents` mismatch and GraniteSpeech CI device override failure are different problems." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to a GraniteSpeech CI test issue." + "reason": "Perceiver interpolation failure and RT-DETR memory release issue are not the same bug." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BEiT label reduction bug and return_tensors being ignored when text_kwargs is passed are different preprocessing issues." + "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are separate preprocessing bugs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Both involve Gemma/Qwen multimodal behavior, but one is token-type IDs for text-only fine-tuning and the other is temporal position-id scaling." + "reason": "`mm_token_type_ids` defaulting and Qwen2.5-VL rope/position-id scaling are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they cover different pipelines and different deprecated arguments." + "reason": "Both are docs issues, but one is pipeline removals and the other is `return_all_scores`; same broad theme, not the same concrete change." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are separate hardware/runtime failures." + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are unrelated runtime failures." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Missing utility export/import after v5 removal is different from a missing Falcon-Mamba availability helper." + "reason": "Removal of `is_torch_fx_available` and a missing `is_falcon_mamba_ssm_available` utility are different import-utility regressions." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile+SDPA failure are unrelated model/runtime bugs." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both mention labels, but one is metric gathering on a last batch and the other is image-processor label reduction." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC.from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/config bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate call on issue:43334 vs issue:43525 is conservative and well supported by the shared `pad_token_id` AttributeError. The other soft-edge rejections also stay within what the issue titles justify, without overstating a merge case." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9295,26 +9279,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28282", "issue:29127", "issue:29942", "issue:32090", "issue:33357", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", "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:43931", "issue:44112", @@ -9340,20 +9325,20 @@ "issue:46285", "issue:46326", "issue:46424", - "issue:46431", "issue:46512", - "issue:46566", "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:43819|issue:45083", + "issue:43388|issue:43526", "issue:46424|issue:46858", "issue:44857|issue:45593", "issue:44610|issue:44857", "issue:45520|issue:46170", "issue:45759|issue:46285", - "issue:46512|issue:46821", "issue:43606|issue:45083", + "issue:46512|issue:46821", "issue:44206|issue:45584", "issue:38175|issue:45412", "issue:43335|issue:43653", @@ -9367,225 +9352,223 @@ "issue:44855|issue:45083", "issue:43278|issue:43825", "issue:43720|issue:44112", - "issue:43335|issue:45083", "issue:29127|issue:32090", "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:37428|issue:44351", "issue:43335|issue:45593", "issue:43335|issue:44112", - "issue:37428|issue:44351", "issue:45290|issue:46326", - "issue:45127|issue:45245", - "issue:34689|issue:35141", - "issue:46431|issue:46566" + "issue:45127|issue:45245" ], - "prepared_review_unit_hash": "70e0c82f6ea39eaf59c0d6ceed1837158b273246706b0b37961034ccb729dace", + "prepared_review_unit_hash": "736d72705fc96247b1bcabda147c6cdfee50af30fc38232893bd55f300130e3b", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated model-loading, cache, tokenizer, vision, and CI regressions. None of the soft pairs look like true duplicates; they mostly share a broad subsystem name rather than the same concrete bug.", - "confidence": 0.58, - "canonical_issue_reason": "issue:44521 is the most active and broadly useful anchor here: it is open, has multiple inbound references, and sits in the small chat-template/multimodal subgroup that has the most internal cohesion. That said, the overall cluster is still too diverse to treat as one duplicate set.", + "summary": "The cluster is a loose collection of distinct Transformers bugs across different models, backends, and failure modes. None of the soft pairs look like true duplicates or the same concrete change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest representative anchor here: it is open, has the highest discussion/inbound activity in the set, and is clearly scoped to a concrete reproducible bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative issue in this cluster because it has the clearest ongoing user impact and the most discussion/reference activity, while several nearby issues are related to chat-template behavior. It is still only a loose representative, not a duplicate of the others.", + "best_issue_reason": "issue:44521 is the best issue candidate for cluster anchoring because it has the clearest ongoing user-facing report and the most evidence of active interest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs a qwen3_omni_moe feature-length helper behaving unexpectedly." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Different cache bugs: config max_cache_length handling vs device-tensor seq_length breaking static-cache arithmetic." + "reason": "Both involve cache behavior, but one is about max_cache_length for quantized cache and the other is a static-cache slice arithmetic bug on non-CUDA backends." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different failures and models: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + "reason": "Different model-specific training bugs: LwDetr AMP crash vs D-FINE auxiliary losses missing when denoising is off." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch and loss crash are unrelated symptoms and code paths." + "reason": "Processor image-size mismatch is unrelated to the LwDetr float16/CUDA loss crash." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different import problems: flash_attn key error on Python 3.13 vs Windows ROCm torch.distributed dependency issue." + "reason": "Distinct environment/import issues: Python 3.13 flash_attn lookup vs Windows ROCm torch.distributed dependency failure." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Distinct loading regressions for different model families and different structural causes." + "reason": "Different model families and failure modes: Qwen multimodal config unwrapping vs CLIP text-model structure inconsistency." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "dtype propagation bug vs TimesFM window_size attribute error; no shared code path." + "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "CPU offload device mismatch and feature-length helper behavior are unrelated." + "reason": "One is a stale dtype metadata bug from from_config, the other is a window_size AttributeError in TimesFM 2.5." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different processors/models and different failure modes: unsupported arg crash vs empty-transcription generation bug." + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Probability-output issue vs memory-release issue; not the same bug." + "reason": "Unexpected zero probabilities in SigLIP is not the same as RT-DETR memory not being released after deletion." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer config creation and tokenizer special-token registration are separate problems." + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are separate bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing internal flash-attention symbol import vs general torch-version incompatibility." + "reason": "Missing _flash_supports_window_size import is a specific flash-attention utility breakage, not the broad Torch 2.10 compatibility issue." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA model bug and a GraniteSpeech CI test failure are different issues." + "reason": "Bamba torch.compile SDPA failure is unrelated to the GraniteSpeech stale device-override CI test." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures and _gpu_broadcast_one NoneType handling are unrelated." + "reason": "Flash Attention 2 test failures are a different issue from Trainer broadcast rejecting NoneType." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing import error vs MacOS bus error in a CLIP model; different root causes." + "reason": "PyTorch-missing ImportError and MacOS bus error on a CLIP model are clearly different failures." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are not the same code-path bug." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different generation/model-state issues: output drift between versions vs recurrent state reset with cache." + "reason": "Pegasus output differences across versions are unrelated to Qwen3.5 modular recurrent-state reset behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer config bug vs legacy-field pretrained loading bug." + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic-segmentation preset loading with a legacy field." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 JIT parsing/import failure vs helper-function behavior bug; unrelated." + "reason": "Python 3.13 TorchScript parsing error is not the same as the qwen3_omni_moe helper-function issue." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype mismatch vs pipeline error-message regression; different scope." + "reason": "BF16-to-FP32 dtype drift during eval and a pipeline translation-task error message are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Accelerate packed-weight unpacking bug vs CI device-override flake." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "No meaningful overlap beyond being in the same library." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue vs trainer broadcast TypeError; not the same bug." + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are different problems." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched-padding crash and the other is zero assistant masks for multimodal inputs; likely different code paths." - }, - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Sparse-layer configuration bug vs missing auxiliary losses in D-FINE." + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zero for multimodal inputs." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45083", "accept": false, - "reason": "Sparse-layer config bug vs GraniteSpeech CI failure; unrelated." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length arithmetic are unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Different import regressions: _flash_supports_window_size missing vs HybridCache import failure." + "reason": "Flash-attention utility import failure is not the same as the missing HybridCache import." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Tool-call/no-content chat-template crash and mistral_common continue_final_message bug are different behaviors." + "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss issue do not share the same underlying code path." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "LoRA merge/tied-embedding collapse and category-count limit error are unrelated." + "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech stale device-override CI failure." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Llama 3.2 Vision loading regression vs post_init reinitialization after resizing embeddings." + "reason": "Both are chat-template related, but one is tool-call handling with empty content and the other is continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Missing chat template on processor vs meta-device placement with device_map='auto'." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit RuntimeError." } ] }, @@ -9607,7 +9590,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:26413", "issue:27957", @@ -9631,7 +9614,6 @@ "issue:43701", "issue:43819", "issue:43854", - "issue:43927", "issue:44206", "issue:44360", "issue:44448", @@ -9649,22 +9631,25 @@ "issue:45459", "issue:45478", "issue:45588", - "issue:45698", "issue:45823", "issue:45859", "issue:45920", "issue:46192", "issue:46234", + "issue:46431", + "issue:46566", "issue:46697" ], "soft_pairs": [ + "issue:46431|issue:46566", + "issue:34689|issue:35141", "issue:45588|issue:45859", "issue:42490|issue:43854", "issue:45310|issue:45478", "issue:44448|issue:44779", "issue:43819|issue:44493", - "issue:39692|issue:43526", "issue:26413|issue:31501", + "issue:39692|issue:43526", "issue:43606|issue:44857", "issue:28218|issue:32090", "issue:45459|issue:46234", @@ -9674,221 +9659,226 @@ "issue:44206|issue:45823", "issue:32090|issue:33357", "issue:44360|issue:44561", - "issue:44857|issue:45072", "issue:42490|issue:43575", + "issue:44857|issue:45072", "issue:43550|issue:45083", "issue:38175|issue:44493", "issue:27957|issue:34689", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:44448|issue:44977", - "issue:45920|issue:46192", "issue:43278|issue:43329", - "issue:45290|issue:45381", - "issue:43927|issue:45698" + "issue:45920|issue:46192", + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "8b7099dd0772a4f18dabbe9c417e0c7c9833310010c6019b692462da2f36a6e2", + "prepared_review_unit_hash": "d673e4c92428b8b64ad6456c89cab74acebff93e8d48c417185a265a8ecefa7c", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35543, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "soft_pair_count": 29, + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only one soft pair looks like a true duplicate. The rest are distinct bugs spanning unrelated models, loaders, tokenizers, training, and device/dtype issues.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45310 is the clearest representative of the only strong duplicate pair: it is an earlier, concrete report of the Qwen3.5 MoE `from_pretrained` failure, and issue:45478 appears to be the same bug reported again.", + "summary": "These items are mostly unrelated bug reports that only share broad themes like loading, device mismatch, or regression wording. I found one strong duplicate pair: the repeated Qwen3.5 MoE `from_pretrained` error reports.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best issue representative for the only clear duplicate subgroup: it is the earlier, fuller report of the Qwen3.5 MoE `from_pretrained` regression, and 45478 reads like a later re-report of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue to keep as the canonical bug report because it is the clearest and earliest instance of the repeated Qwen3.5 MoE loading regression in this set.", + "best_issue_reason": "Issue 45310 is the strongest issue to keep as canonical for deduping because it has the clearest overlap with 45478 and appears to be the more detailed primary report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Both involve loading/configuration, but one is a missing chat-template error in a processor and the other is DiffusionGemma staying on meta with `device_map=\"auto\"`; different bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading related, but one is a Llama 3.2 vision load failure and the other is token-embedding reinitialization during `post_init`; not the same code-path." + }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different failures: flash-attention sink-less crash vs CPU offload rotary-embedding incompatibility." + "reason": "One crashes in flash-attention integration on `s_aux=None`, the other is a CPU-offload incompatibility in Qwen3_5Moe rotary embedding; distinct failures." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different bugs: local-path trailing-slash warning vs GLM-4.7-Flash model-loading failure." + "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash loading failures in unit tests." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete bug: both report the Qwen3.5 MoE `from_pretrained` regression with essentially the same failure mode." + "reason": "Same reported bug: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; 45478 looks like a duplicate re-report of 45310." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output drift vs DeepSeek tokenizer regression." + "reason": "Both are regressions, but one is Pegasus output divergence across v4/v5 while the other is DeepSeek tokenizer behavior in v5; different subsystems and fixes." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different code paths: DAC latent/forward mismatch vs widespread position-id key warnings." + "reason": "`DAC.from_latents` missing STE mismatch is unrelated to the position-id unexpected-key issue affecting many models." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Docs/example errors for SigLIP2 are unrelated to BeitImageProcessorFast label reduction." + "reason": "Checkpoint resumption epoch-iterator failure and FineWeb training startup failure are different training-loop problems." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Checkpoint resume epoch-iterator error is unrelated to FineWeb SLM training not starting." + "reason": "Documentation example errors for SigLIP2 are not the same bug as `reduce_labels` returning only one label in BeitImageProcessorFast." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different concrete crashes: CPU-offload device mismatch vs float16 AMP CUDA loss failure." + "reason": "One is a CPU-offload device mismatch for bark-small, the other is an AMP/CUDA crash in LwDetrImageLoss; different code paths." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast NoneType error are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Protobuf-import error masking tokenizer exceptions is unrelated to a missing import_utils helper symbol." + "reason": "Tokenizer error masking with missing protobuf support is unrelated to the missing `is_falcon_mamba_ssm_available` import-utils symbol." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM during Sam3Video is unrelated to Swin2SR over-padding behavior." + "reason": "A Sam3Video OOM and Swin2SR over-padding are different model/preprocessing problems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example failures do not match the position-id warning regression." + "reason": "SigLIP2 doc-example issues do not match the widespread unexpected position-id-key regression." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume key mismatch and Qwen3_omni_moe feature-length helper issues are different bugs." + "reason": "Checkpoint key mismatch and Qwen3 Omni-MoE feature-length helper behavior are unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported `center` argument in a feature extractor is unrelated to Gemma4 PLE device mismatch." + "reason": "Unsupported `center` arg in `LasrFeatureExtractor` is unrelated to Gemma4 PLE device placement under `device_map=\"auto\"`." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failures: `_gpu_broadcast_one` NoneType error vs MacOS CLIP bus error." + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are different failures." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A model-component activation issue is unrelated to removal of `is_torch_fx_available`." + "reason": "A missing ReLU in the DSA indexer is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "Different model paths and symptoms: LwDetr loss crash vs bfloat16 dtype mismatches." + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Trailing-slash import warning is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "Both mention numeric/runtime issues, but one is an AMP loss crash and the other is a bfloat16 dtype mismatch in inference; not the same concrete defect." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to `_get_feat_extract_output_lengths` behavior." + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni-MoE feature-length helper behavior." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero-probability outputs and unexpected position-id keys are different regressions." + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific issue, not the general position-id unexpected-key regression." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support issue is unrelated to Llama 3.2 vision model loading regression." + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 vision loading failure are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization after resize are separate issues." + "reason": "Failing Flash Attention 2 tests do not share the same underlying bug as embedding reinitialization after resize." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART decoder attention-mask bug is unrelated to Trainer broadcast type errors." + "reason": "Bart generate-time `decoder_attention_mask` assignment bug is unrelated to the Trainer broadcast NoneType crash." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output differences and Qwen3.5 flash-attention generation failure are distinct." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Wrong token IDs regression is unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-path problems." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype regression and multimodal video-branch undefined names are unrelated." + "reason": "Embedding dtype drift in evaluate and undefined video-branch variables in multimodal token counting are distinct issues." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Chat-template tool-call crash is unrelated to qwen2.5-vl video position-id errors." + "reason": "Wrong token IDs in AutoTokenizer for multiple models is not the same as `return_tensors` being ignored when `text_kwargs` is passed." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Custom token IDs being lost on save/load is a different bug from loading the wrong custom module after save_pretrained." + "reason": "Chat-template crashes on tool-call assistant messages and incorrect Qwen2.5-VL video position IDs are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of issue:45310 is supported by the earlier timestamp and identical issue title with issue:45478, and the other soft-edge rejections are appropriately cautious." + "feedback": "The dedupe call is well grounded in the packet: 45310 and 45478 have the same title and clearly overlapping Qwen3.5 MoE `from_pretrained` regression reports, with 45310 being the earlier/more detailed report. The soft-edge rejections are appropriately conservative and do not overclaim cross-issue sameness." }, "evaluator_used": true, "retried": false, @@ -9907,7 +9897,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:10000", "issue:15354", @@ -9928,9 +9918,9 @@ "issue:43381", "issue:43526", "issue:43575", - "issue:43653", "issue:43701", "issue:43873", + "issue:43927", "issue:43976", "issue:44186", "issue:44361", @@ -9938,7 +9928,6 @@ "issue:44466", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -9951,6 +9940,7 @@ "issue:45491", "issue:45563", "issue:45588", + "issue:45698", "issue:45803", "issue:45823", "issue:46399", @@ -9959,13 +9949,14 @@ "issue:46858" ], "soft_pairs": [ - "issue:10000|issue:15354", + "issue:43927|issue:45698", "issue:44977|issue:45229", - "issue:40444|issue:43526", + "issue:10000|issue:15354", "issue:44855|issue:46399", "issue:43278|issue:43381", "issue:45290|issue:46655", "issue:29870|issue:33290", + "issue:40444|issue:43526", "issue:44857|issue:45588", "issue:37428|issue:42175", "issue:46421|issue:46858", @@ -9979,225 +9970,224 @@ "issue:44568|issue:45491", "issue:43278|issue:43575", "issue:44871|issue:44977", - "issue:45588|issue:45823", "issue:41720|issue:45229", + "issue:45588|issue:45823", "issue:43381|issue:43701", - "issue:44977|issue:45563", "issue:29127|issue:34567", + "issue:44977|issue:45563", "issue:33357|issue:39692", "issue:45198|issue:45803", "issue:44361|issue:45198", - "issue:44186|issue:45198", - "issue:43653|issue:44743" + "issue:44186|issue:45198" ], - "prepared_review_unit_hash": "d94f606320f398e6b8e3479ee5e837e0096eb57b87591471fa85d98b5fb59de0", + "prepared_review_unit_hash": "b66be1c1b54d1bfb08db61066861770a91dc316634d341d2a331d0a15c80512c", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37035, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated issues across tokenizers, generation, training, quantization, cache/compile, and model-specific regressions. None of the soft pairs look like the same concrete bug/change, so all soft edges are rejected and there is no clear canonical issue.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span many unrelated root causes and subsystems, so there is no shared duplicate target for the cluster.", + "summary": "The cluster is a broad grab-bag of unrelated Transformers bugs across tokenizers, generation, training, caching, quantization, and packaging. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the best representative anchor: it is open, has several inbound references, and describes a broad runtime problem around offloading/quantization. That said, the cluster is heterogeneous and does not really have a true duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative for this cluster because the supposed duplicates are only loosely similar by subsystem, not by underlying bug.", + "best_issue_reason": "issue:43873 is the strongest single issue to keep as the cluster representative because it is active and broadly scoped, but it should not be treated as evidence that the rest are duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Different failures: DistilBERT model issue vs torch.jit.script GeneratorExp/export problem for ViT." + "reason": "Both involve save/load flows, but one is a custom token ID persistence bug and the other is wrong custom-module resolution after save_pretrained; different failure modes." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Both involve generation/runtime failures, but one is Qwen3.5 flash-attention behavior and the other is Gemma4 multi-GPU OOM; different causes." + "reason": "Different models and symptoms: flash-attention generation failure vs multi-GPU CUDA OOM." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + "reason": "Old DistilBERT issue vs torch.jit.script GeneratorExp export problem; unrelated code paths." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/parse-style failures, but one is Python 3.13 torch.jit import parsing and the other is a missing decorator on a Qwen3.5 kernel registration." + "reason": "Both mention decorators/script, but one is a Python 3.13 import parsing issue and the other is a missing decorator in Qwen3.5 kernel registration." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Eval-mode related, but one is BF16\u2192FP32 dtype drift and the other is gradient checkpointing being unsupported in eval." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat-template tool-call crash and SmolVLM video padding bug are different multimodal code paths." + "reason": "Chat-template tool-call crash and video padding calculation bug are separate preprocessing problems." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to DeepSpeed Adafactor OOM." + "reason": "Generation mask initialization error vs Deepspeed/Adafactor OOM; different components and root causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are vision-related, but one is a multi-image finetuning failure and the other is a label-reduction bug in BeitImageProcessorFast." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash and flash_attention s_aux=None AttributeError are separate runtime bugs." + "reason": "AMP loss crash and flash_attention AttributeError are unrelated code-path failures." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash_attention utility import and missing TensorFlow backend in a torch install are different packaging/import issues." + "reason": "Import error for a missing flash-attention helper vs packaging/backend dependency omission." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/compile behavior, but one is spurious recompilation from lazy init and the other is a device-tensor seq_length arithmetic bug." + "reason": "Both touch cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor return breaking slice arithmetic on non-CUDA backends." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType GPU broadcast error is unrelated to Adafactor memory exhaustion in DeepSpeed." + "reason": "Trainer broadcast of NoneType and OOM with Adafactor/Deepspeed are different training failures." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to DeepSeek tokenizer output changes." + "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed FX helper and the other changes DeepSeek tokenizer output." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading not working and Gemma4 multi-GPU OOM are both memory-related but not the same underlying bug." + "reason": "Both are memory/offloading themed, but one is quantization offloading not working and the other is multi-GPU inference OOM; not the same bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility regression is unrelated to DeepSeekV3MoE diverging from the remote implementation." + "reason": "Python version compatibility issue vs native DeepSeekV3MoE divergence; unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output mismatch and lm_head.weight serialization inconsistency are different model-behavior regressions." + "reason": "Both are v4/v5 regressions, but one is generation output mismatch and the other is inconsistent serialization/tied-weights behavior." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to Trainer _gpu_broadcast_one NoneType failure." + "reason": "Pipeline top_k nesting change is unrelated to the Trainer _gpu_broadcast_one TypeError." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-model trailing-slash import warning has nothing to do with quantization/offloading behavior." + "reason": "Local-path trailing-slash warning and quantization offloading failure do not share a concrete code-path bug." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mDeBERTa add_special_tokens BOS/EOS regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention bugs." + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are distinct issues." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype change in eval is unrelated to Qwen2-57B TP OOM." + "reason": "Eval dtype drift vs tensor-parallel OOM while loading a large Qwen model; unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "EOS token config mismatch and flash-attention generation failure are different model-specific bugs." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different code paths and symptoms." + "reason": "Auto device-mapping assert on A800 and Gemma4 multi-GPU OOM are separate inference problems." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same bug as Gemma4 multi-GPU OOM." + "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are unrelated forward/integration failures." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-state issues." + "reason": "Eval-mode checkpointing restriction vs resume-from-checkpoint key mismatch; different mechanisms." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the stale paged generate() warning." + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState token-count update bug." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated." + "reason": "Generation crash vs stale warning emission; not the same underlying defect." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a community CLIP model is not the same as the SigLIP2 docs example/model-processor mismatch." + "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs/model mismatch are separate issues." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and Fuyu bare-except error swallowing are distinct bugs." + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature bare-except bug; different code paths." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/batched padding crash and Wav2Vec2 save_pretrained/tokenization fail are different tokenizer issues." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset with cache are unrelated." + "reason": "LayoutLMv2 tokenizer crash on NER/batched padding is not the same as Wav2Vec2 save_pretrained/tokenization failure." } ] }, @@ -10219,7 +10209,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:29127", "issue:29870", @@ -10236,7 +10226,6 @@ "issue:43381", "issue:43412", "issue:43421", - "issue:43526", "issue:43575", "issue:43611", "issue:43653", @@ -10251,6 +10240,7 @@ "issue:44462", "issue:44464", "issue:44479", + "issue:44743", "issue:45072", "issue:45198", "issue:45245", @@ -10265,12 +10255,12 @@ "issue:45588", "issue:45593", "issue:45712", - "issue:45834", "issue:46121", "issue:46369", "issue:46693" ], "soft_pairs": [ + "issue:43653|issue:44743", "issue:43611|issue:46121", "issue:45372|issue:45588", "issue:29870|issue:34689", @@ -10278,252 +10268,244 @@ "issue:43756|issue:45440", "issue:45372|issue:45406", "issue:43653|issue:44442", - "issue:43412|issue:45588", "issue:44206|issue:44479", - "issue:45491|issue:46693", + "issue:43412|issue:45588", "issue:29942|issue:30064", + "issue:45491|issue:46693", "issue:45459|issue:45712", - "issue:45245|issue:45563", "issue:43065|issue:43994", + "issue:45245|issue:45563", "issue:44265|issue:45198", "issue:29127|issue:33357", "issue:43065|issue:45412", - "issue:43575|issue:43701", "issue:43066|issue:44462", + "issue:43575|issue:43701", "issue:45440|issue:45593", "issue:45372|issue:45459", - "issue:29127|issue:35141", "issue:42490|issue:43381", + "issue:29127|issue:35141", "issue:43421|issue:45491", - "issue:45412|issue:46369", "issue:43994|issue:45412", + "issue:45412|issue:46369", "issue:43575|issue:44387", "issue:44442|issue:45072", - "issue:44464|issue:45584", "issue:42915|issue:43931", - "issue:43526|issue:45834", - "issue:43526|issue:46693" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "1330a457688e665299f0646f5cf89f2f214f74b9de889b93b46fe8cac063cc7d", + "prepared_review_unit_hash": "9f0599c625cf3a2eb63edf3a56dd1a896b12e330fd1cae5e65ef9d99318fe63d", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37356, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36513, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster, not a true duplicate set: the items span unrelated tokenizer, generation, quantization, vision, export, and CI regressions. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected. If one issue must serve as the representative, issue 44462 is the cleanest standalone bug report.", - "confidence": 0.95, - "canonical_issue_reason": "If a single anchor is needed, issue 44462 ('AutoTokenizer ignores tokenizer.json from the repository') is the clearest, most self-contained bug report in this otherwise heterogeneous cluster.", + "summary": "This cluster is a broad semantic grab-bag of unrelated Transformers issues (tokenizers, loading, generation, export, quantization, vision, memory, and model-specific regressions). None of the soft edges look like the same underlying bug/change, so they should all be rejected as duplicate candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best global representative: it is concrete, reproducible, and narrowly scoped compared with the other mixed bug reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration/empty decode is unrelated to Qwen recurrent-state reset in cached seq_len>1." + }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Different failures: base_model_prefix model loading vs rope-validation JSON list typing." + "reason": "Both involve loading/config code, but one is a base_model_prefix regression and the other is rope-validation type handling." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma processor import error and flash-attention None-handling crash are unrelated code paths." + "reason": "Gemma processor import failure and flash-attention sink handling are different code paths and symptoms." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate() decoder mask bug vs Llama 3.2 vision model loading regression." + "reason": "BART generate decoder_attention_mask bug is unrelated to Llama 3.2 Vision model-loading breakage." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both involve quantization, but one is FP8 config failure and the other is save_pretrained failure." + "reason": "Both touch quantization, but one is FineGrainedFP8 config support and the other is quantized model saving." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are different model-specific bugs." + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Processor import failure and transformers serve attribute error are distinct issues." + "reason": "Processor loading import error and serve-time missing _tokenizer attribute are distinct failures." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token decode bug vs AutoTokenizer loading the wrong tokenizer class." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "ExecuTorch export guard/support issue is unrelated to flash_attention s_aux=None crash." + "reason": "BigBird special-token decode bug is unrelated to FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor arg crash and Qwen video-input regression are different subsystems." + "reason": "Unsupported center arg in a feature extractor is not the same as the video-input regression in VL models." }, { - "left": "issue:45491", - "right": "issue:46693", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "NaN embeddings correctness bug and FA2 long-context performance regression are not the same path." + "reason": "Executorch export guard/support issue is unrelated to flash_attention s_aux=None crash." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate regressions." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Protobuf decode exception masking and leftover dummy classes are different maintenance bugs." + "reason": "Both mention long-context/FA2, but one is NaN embeddings and the other is a performance regression." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Category-limit runtime error and stale paged-generate warning do not share the same root cause." + "reason": "Hidden tokenizer errors from protobuf handling and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and Siglip2 bad outputs are different model issues." + "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and SigLIP2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale paging warning in generate() affect different subsystems." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization failure." + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue and CLIP MacOS bus error are unrelated." + "reason": "LayoutLMv3 box-insufficient info messaging and MacOS CLIP bus error are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory leak are different bugs." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different defects." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading problems." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Wrong decoder type in v5 and ignoring tokenizer.json are both tokenizer-related, but not the same bug." + "reason": "Qwen2 tensor-parallel OOM and resume_from_checkpoint key mismatch do not share a concrete bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss omission are different model behaviors." + "reason": "DeepSeekV3MoE implementation drift and D-FINE auxiliary-loss omission are unrelated model behaviors." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma processor import failure and protobuf decode error handling are unrelated." + "reason": "Gemma processor import dependency issue is not the same as protobuf exception masking tokenizer errors." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "LayoutLMv3 box-message clarity and embedding reinit in post_init are different issues." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are separate concerns." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "LayoutLMv3 error-message clarity and post_init reinitializing resized embeddings are unrelated." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor update bug and Gemma3 NaN embeddings are different paths." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/model execution bugs." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are both memory-related but not the same defect." + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model issues." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Siglip2 nonsensical outputs and RT-DETR memory leak are unrelated model bugs." + "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different memory problems with different causes." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "TP OOM on Qwen2 and int4 quantization reserved-memory regression are distinct OOM causes." + "reason": "TP load OOM and increased reserved memory under int4 quantization are both OOMs but not the same root cause." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Chunked generation inconsistency and Whisper empty-transcription failure are different generation bugs." + "reason": "Tokenizer-loading failure and bfloat16 dtype mismatch in inference are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FP8 config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Kosmos2.5 OCR index error are unrelated image-processing issues." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different regressions." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "reduce_labels array truncation and FA2 long-context performance regression are unrelated." + "reason": "Compiled chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct generation bugs." } ] }, @@ -10545,7 +10527,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:27957", "issue:29127", @@ -10570,7 +10552,6 @@ "issue:43827", "issue:43873", "issue:43994", - "issue:44062", "issue:44077", "issue:44186", "issue:44206", @@ -10588,31 +10569,34 @@ "issue:45440", "issue:45588", "issue:45600", + "issue:45834", "issue:45859", - "issue:45907", "issue:46121", "issue:46234", "issue:46369", "issue:46399", - "issue:46640" + "issue:46640", + "issue:46693" ], "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43526|issue:46693", "issue:43824|issue:44279", "issue:27957|issue:29127", - "issue:43994|issue:46369", "issue:45250|issue:46640", + "issue:43994|issue:46369", "issue:27957|issue:33290", "issue:43526|issue:44186", "issue:33290|issue:34689", - "issue:46121|issue:46399", "issue:43334|issue:43531", "issue:33290|issue:35141", + "issue:46121|issue:46399", "issue:45588|issue:45600", "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43761|issue:45859", - "issue:43646|issue:44077", "issue:44977|issue:45245", + "issue:43646|issue:44077", "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:43262|issue:44206", @@ -10622,199 +10606,204 @@ "issue:42175|issue:46234", "issue:27957|issue:29870", "issue:43493|issue:43827", - "issue:43316|issue:43525", - "issue:44062|issue:45907" + "issue:43316|issue:43525" ], - "prepared_review_unit_hash": "5b2aebd8012057e54950c34a3a2a848750b77b8b5f1b66dadf4775a1c9f1decf", + "prepared_review_unit_hash": "c3108308f7c596848e737ff380bd424943026e15788a3a4d73e4cb49fe01344b", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35756, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "soft_pair_count": 28, + "serialized_chars": 35995, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set does not contain any clear duplicate pairs. Most items are unrelated model- or subsystem-specific bugs; the few thematically similar pairs still describe different concrete failure modes, so I rejected all soft edges. I picked a broad, active issue as the best representative anchor for the cluster.", + "summary": "The soft pairs are mostly superficial matches on broad terms like Flash Attention, Qwen, or config/init errors, but they describe different concrete bugs and would not be merged as duplicates. This looks like a noisy similarity cluster rather than one coherent duplicate set.", "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the most active and broadly scoped item here (open, highest discussion/inbound reference volume), so it works best as a representative anchor even though this is not a true duplicate cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global issue fit because it is broad, actively discussed, and central enough to summarize the cluster\u2019s general problem space better than the more narrow model-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input memory/index behavior." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated bugs: BeitImageProcessorFast label handling vs FA2 long-context performance regression." + }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Both mention loading/import problems, but one is a specific missing Qwen2.5-VL symbol and the other is a vague dependency complaint; not the same underlying bug." + "reason": "One is a specific Qwen2.5-VL import error; the other is a generic dependency issue with no concrete shared code path." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Different models and different failures: Flash Attention 2 support for XLM-Roberta vs LayoutLMv3 box validation error handling." + "reason": "Only share being model bugs in Transformers; XLMRoberta Flash Attention 2 and LayoutLMv3 error messaging are different problems." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline and Sam3LiteText memory overflow are unrelated model-specific issues." + "reason": "Both mention Flash Attention 2, but the titles are too generic and do not indicate the same underlying bug or code path." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Both are generic Flash Attention 2 titles, but neither identifies the same concrete code-path or symptom; too vague to treat as duplicates." + "reason": "Different models and failure modes: SigLIP2 wrong outputs vs SAM3 LiteText memory overflow." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to Adafactor+DeepSpeed OOM behavior." + "reason": "XLMRoberta Flash Attention 2 support issue and Adafactor+DeepSpeed OOM are unrelated." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT image label reduction and LayoutLMv2 NER padding/truncation crashes are different tokenizer/processor bugs." + "reason": "Different processors/tokenizers and different crash conditions; no shared concrete defect." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer memory usage in DeepSpeed is unrelated to Llama 3.2 Vision model loading regression." - }, - { - "left": "issue:46121", - "right": "issue:46399", - "accept": false, - "reason": "One is a type error in rope validation argument handling; the other is a kernel registration/decorator failure in Qwen3.5. Different code paths." + "reason": "OOM with Adafactor in DeepSpeed is not the same as Llama 3.2 Vision model loading regression." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL text config and sliding-window behavior in Qwen3-MoE are distinct config/model issues." + "reason": "Both are Qwen-related, but one is a missing config attribute and the other is a sliding_window behavior issue." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed Adafactor OOM and embedding reinitialization after resize are unrelated bugs." + "reason": "Memory blowup in optimizer/offload path versus embedding reinitialization after resize; different bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation type error and Qwen3.5 kernel registration crash are different code paths." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sink handling crash and stale auto_mappings references to removed Sam3LiteText configs are separate problems." + "reason": "Flash-attention sinkless-model crash and removed auto-mapping config references are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization/offloading misbehavior are different runtime features with different failure modes." + "reason": "Gradient checkpointing eval-mode restriction is separate from quantization offloading behavior." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat template preprocessing and the other has wrong vision_position_ids for video input." + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video vision_position_ids correctness." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated model/path issues." + "reason": "CLIP hidden_states regression and Qwen3_5MoE CPU offload incompatibility are unrelated." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Custom model initialization breakage in v5 and patchtsmixer post_init allowance are not the same bug." + "reason": "Qwen3.5 flash-attention generation bug has no relation to category-count runtime limits." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems and the category-cardinality runtime error are unrelated." + "reason": "Transformers 5.0 custom model initialization breakage and PatchTSMixer post_init policy are not the same concrete bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5-MoE recurrent state reset and Whisper batch_decode skip_special_tokens behavior are separate bugs." + "reason": "Qwen3_5 recurrent-state caching bug and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are different model/component issues." + "reason": "Tokenizer loading failure and Perceiver image-size failure are different model-specific defects." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and LasrFeatureExtractor unsupported center argument are unrelated audio-processing bugs." + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported center argument crash." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence from remote implementation are different code paths." + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are not the same issue." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path trailing-slash import warning has nothing to do with Qwen3.5 recurrent-state handling." + "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading for FastSpeech2Conformer are unrelated." + "reason": "BitNet packed-weight loading bug and FastSpeech2ConformerTokenizer loading failure are different paths." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "A missing backend in pip extras and a missing import_utils availability helper are different packaging/import issues." + "reason": "Packaging/backend dependency mismatch and a missing utility export are not duplicates." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLM-Roberta Flash Attention 2 support and BART decoder_attention_mask assignment are unrelated generation bugs." + "reason": "XLMRoberta Flash Attention 2 support and BART generate() UnboundLocalError are unrelated." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and outdated docs referencing pipeline() are not the same underlying issue." + "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated changes." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Llama4Config missing pad_token_id are similar in shape but refer to different configs and fixes." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated utility bugs." + "reason": "Both involve config APIs, but the reported defects differ and do not clearly target the same missing field or behavior." } ] }, @@ -10836,7 +10825,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:16998", "issue:22355", @@ -10861,12 +10850,12 @@ "issue:43825", "issue:43873", "issue:43931", + "issue:44062", "issue:44077", "issue:44079", "issue:44188", "issue:44190", "issue:44442", - "issue:44464", "issue:44479", "issue:44496", "issue:44855", @@ -10876,18 +10865,18 @@ "issue:45137", "issue:45216", "issue:45325", - "issue:45584", "issue:45698", "issue:45759", "issue:45803", + "issue:45907", "issue:46178", "issue:46234", "issue:46291", - "issue:46421", "issue:46506", "issue:46697" ], "soft_pairs": [ + "issue:44062|issue:45907", "issue:44077|issue:44479", "issue:45325|issue:46697", "issue:43873|issue:44871", @@ -10896,199 +10885,203 @@ "issue:43749|issue:43931", "issue:43316|issue:45759", "issue:43761|issue:44079", - "issue:44190|issue:44496", "issue:43761|issue:44188", + "issue:44190|issue:44496", "issue:43931|issue:45216", - "issue:44442|issue:45803", "issue:44987|issue:46178", + "issue:44442|issue:45803", "issue:42907|issue:45698", "issue:43232|issue:43388", "issue:43701|issue:46506", "issue:42617|issue:43575", - "issue:27957|issue:32090", "issue:43550|issue:43701", + "issue:27957|issue:32090", "issue:43575|issue:43742", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46234|issue:46291", "issue:43295|issue:43825", "issue:16998|issue:22355", - "issue:44464|issue:46421", - "issue:43295|issue:44871", - "issue:44871|issue:45584" + "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "c518ab5c6dab4fdb8ab74c12b530c8f68bfe2a14b007a7394ad3ff225e667eab", + "prepared_review_unit_hash": "3ce624b40426d2181e581e8780eeee934e43042359b09ce0fbbbc3be27d416cb", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36157, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35284, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers bugs across loading, generation, quantization/offload, tokenization, config persistence, and a few trainer/pipeline edge cases. The soft pairs mostly share broad themes but not the same concrete underlying bug, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are heterogeneous; if one representative is needed, issue 43749 is the strongest standalone candidate due to its detailed regression report and higher discussion/inbound activity.", + "summary": "This cluster is highly heterogeneous: the soft pairs share only superficial wording around loading, configs, or regressions, but each describes a different concrete bug or feature gap. No duplicate groups look safe to merge, and there is no meaningful canonical issue/PR for the cluster as a whole.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and model-specific problems, so there is no single underlying bug to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the best global issue candidate because it is well-scoped, concrete, and has the richest triage signal among the set.", + "best_issue_reason": "No issue is a strong global representative; the cluster is too mixed to justify a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: tokenizer AddedToken keyword collision vs repo file listing not forwarding revision." + }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different bugs: optional post_init handling in patchtsmixer vs a video-input regression in Qwen VL models." + "reason": "Unrelated: patchtsmixer post_init policy vs a video-input regression in Qwen VL models." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Different preprocessing issues: rope/position_id scaling vs over-padding in an image processor." + "reason": "Both are vision-related, but one is rope-index time scaling in Qwen2.5-VL and the other is over-padding in Swin2SR." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offload failure vs Gemma eos_token_id config mismatch; different code paths." + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config inconsistency are different bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Unrelated failures: Python 3.13 JIT parsing error vs DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque underflow are unrelated failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Different persistence bugs: trust_remote_code config field loss vs GPTNeoX rotary_pct reload defaulting." + "reason": "Remote-code config fields missing on load vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are loading problems, but one is FSDP CPU-RAM-efficient loading and the other is a Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading breakage vs Qwen3-VL weight-shape mismatch on load are distinct issues." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Different composite-config issues: Gemma3TextConfig API mismatch vs AutoModelForCausalLM.from_config unwrap behavior." + "reason": "Both concern multimodal config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config unwrap behavior." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVisionModel hidden_states behavior; the other is generic ModelOutput key assignment with None values." + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment when values were previously None." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Different failures: example script local dataset loading vs unrecognized model config/type." + "reason": "Different code paths: CLIPVisionModel forward output bug vs attention-kernel divergence under torch.compile." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Model output regression vs torch.compile attention-kernel branching bug; not the same path." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config missing model_type." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different model lifecycle bugs: load-time shape mismatch vs save_pretrained producing an incorrect checkpoint." + "reason": "Weight-shape mismatch when loading a model vs broken save_pretrained checkpoint serialization for Qwen3.5." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer loading failure vs a bare-except bug in tensor conversion; unrelated." + "reason": "Model loading failure for a specific repo vs backend registry error for tensorflow_text." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Model load regression for a specific repo vs backend mapping missing tensorflow_text; different subsystems." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature's broad exception handling." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving a dequantized model and loading the wrong custom module are distinct save/load issues." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization bug vs gather_for_metrics label truncation; unrelated behavior." + "reason": "Generation kwargs synchronization bug vs gather_for_metrics dropping tuple labels in the last batch." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch vs CPU/CUDA result divergence in PPDocLayoutV3; different defects." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different parallelism problems." + "reason": "3d_parallel.py execution issue and tensor-parallel OOM when loading a large Qwen model are different failures." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Flash Attention support issue vs Trainer _gpu_broadcast_one NoneType error; no common bug." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "torch.compile SDPA divergence is unrelated to resume_from_checkpoint key mismatch." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Large-model TP OOM vs MobileLLM key error on load; different failure modes." + "reason": "Large-model TP memory blowup vs key error loading MobileLLM-125M are not the same bug." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are unrelated." + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mapping." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape bug vs missing PyTorch import error; different layers." + "reason": "Pipeline top_k output-shape change is unrelated to a missing PyTorch dependency error." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs kernels import/version requirement; different dependency issues." + "reason": "Missing import_utils helper vs pipelines import failing on kernels version/revision requirements are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "processor.tokenizer/images regression vs a pipeline error-message regression for translation tasks." + "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-task error message issue." }, { "left": "issue:16998", @@ -11096,23 +11089,11 @@ "accept": false, "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." }, - { - "left": "issue:44464", - "right": "issue:46421", - "accept": false, - "reason": "Inconsistent outputs from compiled chunked generation vs spurious recompilation from chunked prefill cache init; different symptoms and likely causes." - }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression and Gemma eos_token_id inconsistency are separate config/API issues." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription failure; different models and logic." + "reason": "Processor/tokenizer regression and Gemma eos_token_id config mismatch do not describe the same defect." } ] }, @@ -11134,7 +11115,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:42175", "issue:43065", @@ -11149,27 +11130,26 @@ "issue:43572", "issue:43646", "issue:43650", - "issue:43673", "issue:43688", "issue:43716", "issue:43761", "issue:44077", "issue:44162", "issue:44242", + "issue:44464", "issue:44479", "issue:44496", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44743", "issue:44792", "issue:44871", "issue:44913", - "issue:44977", "issue:45127", "issue:45200", "issue:45542", + "issue:45584", "issue:45600", "issue:45632", "issue:45698", @@ -11181,21 +11161,24 @@ "issue:46234", "issue:46365", "issue:46369", + "issue:46421", "issue:46424", "issue:46640", "issue:46894" ], "soft_pairs": [ + "issue:44464|issue:46421", + "issue:44871|issue:45584", "issue:43316|issue:43716", - "issue:44077|issue:44534", "issue:42175|issue:43316", + "issue:44077|issue:44534", "issue:44871|issue:46050", "issue:43646|issue:44913", - "issue:44242|issue:46894", "issue:45803|issue:46365", "issue:44162|issue:44792", "issue:43452|issue:44496", "issue:43404|issue:43441", + "issue:44242|issue:46894", "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:44610|issue:46369", @@ -11209,194 +11192,192 @@ "issue:43065|issue:44617", "issue:43388|issue:43688", "issue:45127|issue:45200", - "issue:44792|issue:45600", - "issue:44792|issue:44977", - "issue:43673|issue:44743" + "issue:44792|issue:45600" ], - "prepared_review_unit_hash": "9323b0efcdaea67d440f7e957599dfc50e241d0eb54c5acc851e33722b613143", + "prepared_review_unit_hash": "f6d5ec43e9653791fd153e09c42daf436198f308ed8aaf046a0d8c6a71d3a621", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35371, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct Transformers bug reports spanning configs, loaders, attention, cache, and model-specific regressions. I would anchor it on the active, broadly scoped save/load regression in issue #45698, but none of the soft pairs look like true duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "issue #45698 is the strongest cluster anchor: it is open, highly discussed, has inbound references, and describes a broad from_pretrained/save_pretrained regression that is representative of the cluster\u2019s most recurring load/save failure pattern.", + "summary": "The cluster is mostly a set of unrelated closed/open Transformer bug reports that only share broad themes like loading, configs, or generation. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45698 is the most active and broadly framed report in the set, so it is the best single anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45698 is the best issue to keep as the representative item because it has the most activity and a clear, user-facing failure mode around custom module reloads; it is also more central than the narrower, model-specific reports around it.", + "best_issue_reason": "Issue 45698 is the strongest candidate for triage because it is open, has the most discussion/inbound references, and describes a reusable loading failure rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Both are model/config-related, but one is an API discrepancy in Gemma3TextConfig and the other is a dtype mismatch in Mistral-3 image preprocessing; different code paths and failures." + "reason": "Both touch chunked generation/cache behavior, but one is about inconsistent outputs from compiled forward while the other is about lazy cache init causing recompilation. Different symptoms and likely different fixes." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma EOS-token config mismatch and Whisper empty transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "PatchTSMixer post_init validation and non-persistent buffer junk in v5 are unrelated bugs in different subsystems." + "reason": "A Gemma3TextConfig API mismatch and a Mistral-3 image preprocessor dtype mismatch are different code paths." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow backend packaging and Gemma3TextConfig API mismatch are unrelated." + "reason": "TensorFlow backend packaging and Gemma3TextConfig API behavior are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about patchtsmixer post_init being optional, the other about non-persistent buffers being initialized incorrectly; not the same bug." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "One is an eos_token_id config inconsistency, the other is a quantized save/load regression; both involve persistence but not the same bug." + "reason": "Gemma EOS-token inconsistency and sinq quantized save/load breakage are different persistence issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers v5 custom-init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:44242", - "right": "issue:46894", - "accept": false, - "reason": "Load-balancing loss omission and a training-loss double-shift bug are different loss computation errors in different models." + "reason": "Generic v5 custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "A bare except swallowing exceptions in FuyuBatchFeature is unrelated to a Trainer import failure caused by datasets/package interaction." + "reason": "Swallowing exceptions in Fuyu tensor conversion and Trainer import failing with datasets installed are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 being broken and a Janus image-generation test failure are separate model-specific regressions." + "reason": "ESM2 runtime breakage and a Janus image-generation test failure are not the same underlying bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF file handling in from_pretrained is not the same as an unrecognized model/config missing model_type." + "reason": "A gguf_file loader problem and an unrecognized model_type config problem are different loading failures." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying and FlashAttention support are different Mistral/Ministral issues." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is separate from FlashAttention support in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "These are both loss-related, but one is about router logits gating auxiliary loss and the other is a training-loss double-shift pattern; not the same code path." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "A cache-path collision for local models and max_cache_length being honored only for Quantized Cache are unrelated caching bugs." + "reason": "Cache path collisions for trust_remote_code and max_cache_length handling in quantized cache are unrelated caching bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in tensor conversion and a Windows ROCm torch.distributed import problem do not share the same underlying code path." + "reason": "Bare except in tensor conversion and Windows ROCm import/dependency issues are different problems." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and Sam3-LiteText memory overflow are different failure modes." + "reason": "OmDet-Turbo preprocessing size mismatch and Sam3-LiteText memory overflow are unrelated model/runtime issues." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A placeholder/low-signal issue and a Gemma tokenization roundtrip bug are not duplicates." + "reason": "A vague data request and a Gemma pipeline roundtrip failure are not the same bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIP hidden_states regression and Qwen VL video-input regression affect different models and APIs." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different regressions in different components." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "A legacy-field pretrained load failure in BEiT is not the same as loading the wrong custom module after save_pretrained." + "reason": "BEiT legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related, but they concern different mechanisms and fixes." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video processing and batched chat-template padding behavior are separate input-handling bugs." + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched apply_chat_template are separate input-processing bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorFlow backend detection and a missing import_utils helper for falcon_mamba_ssm are unrelated dependency/import issues." + "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils helper are unrelated backend/import issues." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "A specific model not supporting Flash Attention 2 yet is not the same as a broader flash-attention issue with missing details." + "reason": "Both mention Flash Attention 2, but the titles do not indicate the same model or code path; too broad to merge." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and a BACKENDS_MAPPING error for tensorflow_text are separate configuration/backend problems." + "reason": "StableLm pad_token_idx config regression and tensorflow_text backend mapping errors are unrelated configuration failures." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different issues; one is architectural cleanup, the other is resource usage." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different Sam3 issues with different fixes." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Dropping tuple label elements in gather_for_metrics and auxiliary-loss normalization are unrelated training bugs." + "reason": "gather_for_metrics last-batch label dropping and auxiliary-loss normalization are distinct training bugs." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with extended vocab and Gemma 4 mm_token_type_ids defaults are different model-behavior regressions." + "reason": "LoRA/vocab merge collapse and Gemma 4 mm_token_type_ids defaults are different model-training issues." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus image-generation test failure and stale auto_mappings references to removed Sam3LiteText configs are different breakages." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image generation and Qwen3.5 flash-attention generation failures are separate model-specific issues." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent state reset with cache are related to caching but not the same concrete bug." + "reason": "A Janus generation test failure and broken auto_mappings references to removed configs are not the same bug." } ] }, @@ -11418,16 +11399,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:25251", "issue:27957", "issue:29870", "issue:35141", - "issue:41720", "issue:41950", "issue:42490", - "issue:43335", "issue:43475", "issue:43525", "issue:43531", @@ -11442,16 +11421,18 @@ "issue:44077", "issue:44190", "issue:44242", - "issue:44479", "issue:44534", "issue:44617", "issue:44734", + "issue:44743", + "issue:44792", "issue:44855", "issue:44869", "issue:44877", "issue:44913", "issue:44933", "issue:44964", + "issue:44977", "issue:45245", "issue:45362", "issue:45381", @@ -11470,6 +11451,8 @@ "issue:46897" ], "soft_pairs": [ + "issue:44792|issue:44977", + "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:44190|issue:44964", "issue:43525|issue:43531", @@ -11478,12 +11461,12 @@ "issue:35141|issue:42490", "issue:46082|issue:46697", "issue:45632|issue:46617", - "issue:44242|issue:46897", "issue:44869|issue:46832", "issue:45245|issue:46858", - "issue:43673|issue:46421", "issue:44855|issue:45588", + "issue:43673|issue:46421", "issue:43827|issue:43994", + "issue:44242|issue:46897", "issue:43931|issue:44060", "issue:29870|issue:35141", "issue:44617|issue:45584", @@ -11494,207 +11477,198 @@ "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:45381|issue:46369", - "issue:44479|issue:44734", - "issue:44077|issue:44877", - "issue:41720|issue:45245", - "issue:43335|issue:44190" + "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "a5facdef815274fec26c2d8e9fb080decc2748e03bab9951683436852b6ec732", + "prepared_review_unit_hash": "91d551e6010ea0c56f62e3bef9625ba26d28c079c3b7508a8529307e54e91215", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36171, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "soft_pair_count": 27, + "serialized_chars": 35802, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues across different models, pipelines, and runtime regressions. The only clear duplicate-looking pair is the two reports about non-persistent buffers being filled with junk in Transformers v5.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43644 is the clearest root report for the shared v5 non-persistent-buffer corruption bug; issue:44534 reads like a later retitled duplicate of the same regression.", + "summary": "This cluster is a set of superficially similar but mostly unrelated issue reports across different models, pipelines, cache paths, and config behaviors. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items split into many unrelated bugs and feature regressions, and the soft pairs do not share a single concrete code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best global representative because it names the concrete regression most directly and is the strongest duplicate target in the set.", + "best_issue_reason": "No strong global best issue; the cluster is too heterogeneous for one issue to represent the others well.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: janus image generation test vs Qwen3.5 flash-attn generation." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is recurrent-state reset logic; different bugs." + }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different subsystems and failures: video-classification pipeline processor lookup vs a SAM3 vision encoder attribute error." + "reason": "Video classification processor lookup and SAM3 video output attribute error are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading problems: local dataset loading in an example script vs a multimodal model load failure." + "reason": "Local dataset loading script error vs model loading failure for Phi-4 multimodal; different code paths." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config bugs in different model families (Llama4 pad_token_id vs Qwen3-MoE sliding_window)." + "reason": "Llama4 pad_token_id attribute issue is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both are serving-related, but the concrete failures differ: KV-cache indexing crash vs missing processor tokenizer attribute." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Not the same bug: one is non-persistent buffer initialization corruption, the other is GPTNeoX config persistence on reload." + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload are different configuration bugs." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different areas and symptoms: embedding reinit after resize vs import warning for paths ending in a slash." + "reason": "Embedding reinit on post_init is unrelated to import warning from a trailing-slash local path." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Different bugs in different components: Llama config head_dim validation vs Swin2SR image over-padding." + "reason": "Config validation for head_dim and image over-padding are unrelated subsystems." }, { "left": "issue:45632", - "right": "issue:46617", - "accept": false, - "reason": "Both involve trust_remote_code/cache, but one is a leaf-name collision and the other is a FileNotFoundError; not the same concrete bug." - }, - { - "left": "issue:44242", - "right": "issue:46897", + "right": "issue:46617", "accept": false, - "reason": "Different loss-calculation issues in different models; shared theme is not enough to merge." + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not the same bug." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash is unrelated to RT-DETR feature-level mismatch." + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Unrelated failures: category-count runtime limit vs cache seq-length device-tensor arithmetic." + "reason": "Category-cardinality runtime error and device-tensor slice arithmetic in cache are different issues." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is missing cache in v5.0.0 and the other is lazy cache init causing recompilation; distinct bugs." + "reason": "Python 3.13 IndentationError on import and flash-attention s_aux=None crash are unrelated." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Different issues: Python 3.13 parsing/import failure vs flash-attention crash on sink-less models." + "reason": "Both mention chunked prefill cache, but one is missing cache data and the other is lazy init causing recompilation; distinct bugs." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Docs referencing removed pipeline APIs is not the same as a SigLIP2 pipeline correctness bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different model-training bugs." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen3-VL weight-shape mismatch vs tied-weights warning bug." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model/config issues." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "Different model-generation and embedding lifecycle bugs." + "reason": "BART generate decoder_attention_mask error is unrelated to embedding reinitialization after resize." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty-transcription failure." + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Import plumbing bug vs chat crash for Qwen3.5-35B; no shared underlying defect." + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Same broad area of config/runtime behavior, but the concrete regression is different." + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Different generation bugs: stale warning vs crash on empty transcription." + "reason": "Stale generation warning and Whisper empty-transcription crash do not share a code path." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline output-shape bug vs Flash Attention 2 support issue for XLMRoberta." + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Different Python-version breakages with unrelated root causes." + "reason": "Python version support problem and TorchScript parse error on import are different failures." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA bug is unrelated to local dataset loading in an example script." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in a training script." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Different model-specific bugs: Qwen2.5-VL vision_position_ids vs Sam3-liteText memory overflow." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to transformers serve KV-cache continuation crash." + "reason": "Qwen2.5-VL video position_ids bug and SAM3-litetext memory overflow are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different config-validation problems in unrelated model families." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Auto device mapping CUDA assert and category-count overflow are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:44190", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to local dataset loading." + "reason": "Optional post_init enforcement for patchtsmixer and strict config loading for granite_speech are different configuration concerns." } ] }, @@ -11716,16 +11690,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", - "issue:35141", "issue:39692", - "issue:42175", + "issue:41720", "issue:43065", "issue:43295", + "issue:43335", "issue:43526", "issue:43540", "issue:43643", @@ -11734,9 +11707,9 @@ "issue:44112", "issue:44190", "issue:44246", - "issue:44279", "issue:44462", "issue:44464", + "issue:44479", "issue:44496", "issue:44521", "issue:44610", @@ -11748,6 +11721,7 @@ "issue:44964", "issue:45003", "issue:45127", + "issue:45245", "issue:45276", "issue:45290", "issue:45357", @@ -11768,22 +11742,25 @@ "issue:46858" ], "soft_pairs": [ + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43335|issue:44190", "issue:43065|issue:44610", "issue:44464|issue:45563", "issue:39692|issue:44190", "issue:45127|issue:45357", "issue:45381|issue:46655", "issue:44112|issue:45600", - "issue:44617|issue:46369", "issue:44779|issue:46489", + "issue:44617|issue:46369", "issue:43526|issue:46697", "issue:43295|issue:45276", "issue:45290|issue:46752", "issue:44462|issue:45907", "issue:43540|issue:44734", "issue:44737|issue:45803", - "issue:45276|issue:45584", "issue:44938|issue:45542", + "issue:45276|issue:45584", "issue:44521|issue:45381", "issue:25251|issue:29870", "issue:43673|issue:46858", @@ -11792,210 +11769,217 @@ "issue:44246|issue:45003", "issue:44964|issue:45600", "issue:43643|issue:44496", - "issue:44112|issue:44964", - "issue:42175|issue:44279", - "issue:27957|issue:35141" + "issue:44112|issue:44964" ], - "prepared_review_unit_hash": "10f937471080a75fd5b45f556b5a8a1e51d92e34f8f1dbee44d1a33a7c507ec9", + "prepared_review_unit_hash": "b83b44bb7e004b530682e708c9ad5ad044d6e1da08202b92f249cbac5ad2f6f7", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35942, - "estimated_input_tokens": 8986, - "estimated_eval_tokens": 18228 + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of unrelated bug reports; the only pair that looks like the same underlying issue is the DeepSeek tokenizer regression. The rest share broad subsystem vocabulary at best, but not the same concrete bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44779 is the broadest umbrella report for the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up on the same tokenizer path.", + "summary": "These issues are largely unrelated across different models, processors, and runtime paths. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44521 is the most broadly representative and active user-facing bug in this set: it is open, has multiple inbound references, and concerns multimodal chat-template behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest representative issue in this set because it has a clear v4\u2192v5 regression signal and matches the only likely duplicate pair.", + "best_issue_reason": "issue:44521 is a strong triage candidate because it is current, well-discussed, and has clear downstream impact on multimodal workflows.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression in generation vs KV-cache continuation crash in serving." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "One is a Qwen3 auto device-map CUDA assert; the other is a category-cardinality limit error." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading in a training script." + }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Both are vision/model bugs, but they affect different models and different code paths: Sam3PixelDecoder dummy Conv2d vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to OmDet-Turbo processor/model image-size mismatch." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Tokenizer.json resolution in AutoTokenizer and a stale paged-generate warning are unrelated failures." + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning in paged generate()." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Doc-example errors for SigLIP2 and loading a local dataset in a training script are different issues." + "reason": "SigLIP2 docs/example errors are unrelated to local dataset loading in image-classification script." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both touch embedding/save logic, but one is LoRA merge with extended vocab and the other is Qwen3.5 visual encoder save-pretrained keys; not the same bug." + "reason": "LoRA extended-vocabulary collapse and Qwen3.5 visual-key save_pretrained regression affect different mechanisms." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video/multimodal processor bugs, but the failures are different: vision_position_ids vs padding calculation." + "reason": "Both are video-processing bugs, but they concern different models and different failures (position IDs vs padding math)." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale CI test and an auto_mappings config reference break are unrelated." + "reason": "CI test flakiness in GraniteSpeech is not the same bug as auto_mappings referencing removed configs." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44779", + "right": "issue:46489", "accept": false, - "reason": "Both mention memory issues in SAM3-family models, but one is a generic OOM report and the other a different model-specific overflow symptom." + "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a DeepSeek-Coder v1 gap tied to a specific prior fix." }, { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "These describe the same DeepSeek tokenizer v5 regression; 46489 is a more specific follow-up noting a gap in the earlier fix." + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are distinct model/mode failures." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BEiT reduce_labels returning one label and Swin2SR over-padding are unrelated image-processor bugs." + "reason": "BeitImageProcessorFast label reduction is unrelated to Swin2SR over-padding." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 resize_token_embeddings behavior are different problems." + "reason": "Processor/tokenizer access regression is different from resize_token_embeddings propagation to Gemma4 embeddings." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both are apply_chat_template crashes, but one is tool-call assistant messages with no content and the other is an empty-list IndexError; not clearly the same bug." + "reason": "Tool-call/no-content chat-template crash and empty-list IndexError are separate edge cases." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files failing to forward revision affect different APIs and code paths." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files revision forwarding." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serve KV-cache tensor indexing are distinct generation/runtime bugs." + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as serving-side KV-cache tensor indexing." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU arange placement and a bare-except swallowing errors in Fuyu are unrelated." + "reason": "XLNet device placement bug and bare-except error swallowing are unrelated." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "resize_token_embeddings/output-embedding handling is unrelated to Whisper's empty-transcription failure after align_special_tokens." + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend installation are different environment issues." + "reason": "Embedding resize propagation in Gemma4 is unrelated to Whisper empty-transcription failure." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant mask generation for multimodal chat templates and Qwen2.5-VL video vision_position_ids are not the same defect." + "reason": "Both involve multimodal templates, but one is assistant-mask computation and the other is video vision-position IDs." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting behavior and BART decoder_attention_mask initialization are unrelated generation bugs." + "reason": "Pipeline top_k output nesting and Bart generate() decoder_attention_mask are different generation bugs." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache, but the concrete failures differ: missing cache during chunked_prefill vs device-tensor seq-length breaking static-cache arithmetic under torch.compile." + "reason": "Missing GenerationMixin cache in chunked_prefill is a different cache path than static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "A local-cache-path collision for trust_remote_code is unrelated to a missing import-utils availability helper." + "reason": "Local trust_remote_code cache collisions and a missing import_utils symbol are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + "reason": "Two separate model-loading failures for different models and causes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are unrelated." + "reason": "Slow import sometimes is not the same as unsafe sys.modules access in modeling_utils." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and Sam3LiteText auto_mappings breakage are separate model/config issues." + "reason": "Phi-4 multimodal loading failure is unrelated to Sam3LiteText config cleanup in CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and unrecognized model_type in config.json are different configuration-loading failures." + "reason": "AutoConfig trust_remote_code field loss and unrecognized model_type are different configuration/load failures." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI device-override test failure and a Phi-4 multimodal loading error are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "TensorFlow not being included in the torch extra and a generic dependency issue are too different and too vague to merge." + "reason": "GraniteSpeech CI test drift is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "XLMRoberta Flash Attention support and resize_token_embeddings reinitializing output embeddings are unrelated." + "reason": "Both are apply_chat_template bugs, but one is multimodal assistant masks and the other is tool-call handling with missing content." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: the DeepSeek tokenizer pair is the only clearly related match, and the other soft-edge rejections are appropriately cautious given the differing titles and failure modes. I don\u2019t see overstatement or an unsupported merge assertion." - }, - "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 }, @@ -12010,14 +11994,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ + "issue:27957", "issue:32090", "issue:35141", "issue:36246", "issue:38617", "issue:41628", "issue:41950", + "issue:42175", "issue:42796", "issue:42907", "issue:43295", @@ -12056,18 +12042,17 @@ "issue:45759", "issue:46082", "issue:46121", - "issue:46123", - "issue:46369", "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:42175|issue:44279", + "issue:27957|issue:35141", "issue:46082|issue:46121", "issue:42796|issue:44521", "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:36246|issue:38617", - "issue:43479|issue:45375", "issue:32090|issue:35141", "issue:44295|issue:46506", "issue:41950|issue:44016", @@ -12077,11 +12062,12 @@ "issue:43976|issue:44987", "issue:44016|issue:44220", "issue:43295|issue:45335", - "issue:42907|issue:43441", "issue:45083|issue:46506", + "issue:42907|issue:43441", "issue:44683|issue:45446", "issue:43976|issue:44279", "issue:43526|issue:43901", + "issue:43479|issue:45375", "issue:43381|issue:45593", "issue:44496|issue:45042", "issue:43901|issue:44496", @@ -12090,223 +12076,231 @@ "issue:44016|issue:44062", "issue:43824|issue:44933", "issue:43441|issue:45588", - "issue:44496|issue:45759", - "issue:46123|issue:46369" + "issue:44496|issue:45759" ], - "prepared_review_unit_hash": "a155d14f3878ff648698053160ab536a3b256afcb215e706e684c70f929ddcd9", + "prepared_review_unit_hash": "0adbfc4a6259c5859974695d57c9f56e145ed9dd178f2aa651ed02324b967285", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "soft_pair_count": 31, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it contains many unrelated Transformers bugs, regressions, and import/config issues. None of the soft pairs look like the same underlying bug or change, so no duplicate merges are warranted.", - "confidence": 0.18, - "canonical_issue_reason": "No strong canonical exists for the whole cluster; if one issue must anchor it, 44521 is the closest because it is concrete, active, and has inbound references.", + "summary": "The cluster remains a heterogeneous mix of unrelated issue reports. All soft pairs should be rejected; notably, the two Ministral/FlashAttention reports look related at a high level, but the available evidence is not enough to conclude they are the same underlying defect.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs and regressions, so picking one representative issue would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the most actionable report in the set, with the clearest multimodal reproduction and the most inbound references.", + "best_issue_reason": "No global best issue for deduping: there is no issue that clearly subsumes the rest of this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: one is a backend-install/dependency packaging issue, the other is a generic dependency complaint." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated model/runtime areas: Flash Attention support for XLM-RoBERTa vs embedding reinitialization after resize_token_embeddings." + }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config-validation bugs: explicit head_dim handling vs rope-validation list coercion." + "reason": "Both are config-validation related, but they concern different logic paths and failure modes (head_dim validation vs rope-key list handling)." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenization/BPE-marker bug and multimodal assistant-mask bug are unrelated code paths." + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols in different modules with different causes." + "reason": "Both are import errors, but for different symbols and modules; not the same missing export." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight-tying bug in Mistral3 is not the same as Qwen3.5 checkpoint save_pretrained regression." + "reason": "Different models and fixes: weight tying in Mistral3ForConditionalGeneration vs save_pretrained checkpoint correctness for Qwen3.5." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Missing Qwen2.5-VL export and missing layer_type_validation import are separate import failures." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config handling, but one is default None initialization and the other is strict field dropping." + "reason": "Separate import/export regressions in different modules; not one concrete code-path issue." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to token-embedding resize/post_init reinitialization." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Buffer access regression and CPU/CUDA result divergence are different problems." + "reason": "One is a position_ids buffer access bug; the other is CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video pipeline image-processor lookup is unrelated to a notebook syntax error." + "reason": "A pipeline import/path bug and a notebook syntax error are not the same underlying problem." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder issue about data addition is not the same as an audio feature extraction bug." + "reason": "No clear overlap: placeholder title vs audio feature extraction bug." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Generation cache missing in chunked prefill differs from cache-length configuration semantics." + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length behavior for Quantized Cache." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings CI breakage from removed configs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version support issue and model-loading failure on a specific repo are different defects." + "reason": "Python version support regression is unrelated to loading a specific model checkpoint." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and _torch_extract_fbank_features behavior are unrelated." + "reason": "Notebook syntax error and fbank feature extraction are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression is different from decoder.embed_tokens not updating after resize_token_embeddings." + "reason": "Different model families and code paths: processor.tokenizer regression vs t5gemma resize_token_embeddings not affecting decoder.embed_tokens." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Dequantized save failure and FlashAttention runtime failure affect different paths." + "reason": "Different failures: helper length calculation in qwen3_omni_moe vs CPU/CUDA inconsistency in PPDocLayoutV3." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Feature-extraction length helper behavior is unrelated to CPU/CUDA output differences." + "reason": "Both are Ministral-related, but one is save/dequantization behavior and the other is a FlashAttention runtime failure." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failure and wrong version gate for AuxRequest import are different fixes." + "reason": "Same broad flex_attention area, but one is a compiled-kernel failure on newer torch and the other is an import version-check bug." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "No shared concrete bug: one is Python compatibility, the other is a generic dependency issue." + "reason": "Python version compatibility issue is unrelated to a generic dependency issue." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT label reduction bug and text-classification docs mismatch do not share the same underlying cause." + "reason": "BEiT image processor label reduction is unrelated to TextClassificationPipeline docs/behavior mismatch." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs with different fields and models; not the same bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend requiring torchvision are different failures." + "reason": "Unrecognized model config vs PIL image processors incorrectly requiring torchvision are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mentioning return_all_scores is not the same as a model config import error." + "reason": "Documentation mismatch in a pipeline is unrelated to model config import failure." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache behavior in generation is unrelated to ANSI codes emitted by loading_report." + "reason": "Cache missing in generation is unrelated to ANSI codes emitted by loading_report." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure and cache max length semantics are not the same bug." + "reason": "Janus image generation test failure is unrelated to quantized cache config behavior." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but for different APIs/modules and different root causes." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword duplication are unrelated issues." + "reason": "Notebook syntax error vs AddedToken keyword conflict are unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2.5-VL export and nonexistent image_utils import are separate import surface problems." + "reason": "Different missing imports in different modules; not the same export regression." }, { "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 on s_aux=None; not the same bug." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized model config and missing text_config unwrapping are different model-loading issues." - }, - { - "left": "issue:46123", - "right": "issue:46369", - "accept": false, - "reason": "Partial-batch pipeline dropping results and sam3-litetext memory overflow are unrelated." + "reason": "Both involve Ministral and FlashAttention, but the packet does not provide enough evidence that they are the same underlying defect; they could be separate crashes with different triggers." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is conservative and grounded, but one soft-edge verdict is too strong: issue:43441 vs issue:45588 is treated as the same bug based only on shared FlashAttention/Ministral wording. The packet doesn\u2019t provide enough evidence to conclude they are the same underlying defect, so this should stay rejected or be phrased more cautiously. All other rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -12322,7 +12316,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:39692", "issue:41950", @@ -12337,15 +12331,12 @@ "issue:43854", "issue:43901", "issue:43976", - "issue:44016", "issue:44075", "issue:44242", "issue:44279", - "issue:44291", "issue:44297", "issue:44327", "issue:44351", - "issue:44361", "issue:44368", "issue:44462", "issue:44466", @@ -12366,7 +12357,9 @@ "issue:45812", "issue:45823", "issue:46082", + "issue:46123", "issue:46209", + "issue:46369", "issue:46399", "issue:46512", "issue:46515", @@ -12374,8 +12367,9 @@ "issue:46752" ], "soft_pairs": [ - "issue:44327|issue:46752", + "issue:46123|issue:46369", "issue:44521|issue:46693", + "issue:44327|issue:46752", "issue:44279|issue:46515", "issue:43299|issue:45216", "issue:45335|issue:45584", @@ -12385,227 +12379,219 @@ "issue:44075|issue:44368", "issue:39692|issue:43901", "issue:43976|issue:45405", - "issue:46082|issue:46512", "issue:43577|issue:45216", "issue:44351|issue:45278", + "issue:46082|issue:46512", "issue:42796|issue:43650", "issue:44779|issue:45812", "issue:43299|issue:45357", "issue:41950|issue:45020", - "issue:43479|issue:43525", "issue:44466|issue:45276", "issue:43299|issue:43854", - "issue:44242|issue:45200", "issue:43653|issue:45593", "issue:41950|issue:45823", + "issue:44242|issue:45200", "issue:43650|issue:46209", + "issue:43479|issue:43525", "issue:44297|issue:44462", - "issue:44683|issue:45542", - "issue:44016|issue:44291", - "issue:44361|issue:45593" + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "ac08c3438cdb873b50a2d60ca6ebc0a59e71fd398e93a3e4d375039bff4c48b1", + "prepared_review_unit_hash": "f19210f092f588534970d9f314fb57de3335782ed6fccc0cea99b33aa5c6e27a", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36437, - "estimated_input_tokens": 9110, - "estimated_eval_tokens": 18476 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35516, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a single duplicate cluster: the items cover unrelated bugs across tokenizers, configs, docs, multimodal pipelines, model loading, and performance. All soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues. The soft pairs share broad areas like tokenizers, multimodal processors, save/load regressions, and dependency compatibility, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "If one issue must represent the cluster, issue 45812 is the best fit: it is a clear, user-facing v4\u2192v5 tokenizer regression with broad impact and a concrete code path, whereas the other items are more fragmented across unrelated subsystems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45812 is the strongest single representative for the cluster\u2019s main recurring theme (tokenizer / serialization regressions), but it should still be treated as a representative only, not a true duplicate target for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Both are crashes, but one is QA span decoding with top-k bounds and the other is empty-list chat templating; different code paths and failure modes." + "reason": "Partial-batch result dropping in a pipeline is unrelated to SAM3 LiteText memory overflow; different failure modes and code paths." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Multimodal assistant-mask logic and FA2 long-context performance regression are unrelated bugs." + "reason": "All-zero assistant masks for multimodal inputs is a template/labeling bug, not the same as FA2 long-context performance regression." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "kth-out-of-bounds in QA decode_spans and empty-list IndexError in apply_chat_template are different edge-case crashes." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "A vague dependency issue and a torch 2.4.1 incompatibility do not describe the same defect." + "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are separate environment/version problems." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are regressions in Qwen-family flows, but one is model loading and the other is save_pretrained checkpoint serialization." + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained corruption are different model families and different code paths." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are distinct tokenizer/model issues." + "reason": "resize_token_embeddings behavior for t5gemma is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 rotary-kernel registration are unrelated." + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are distinct problems." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A general dependency issue is not the same as a PEFT minimum-version bump problem." + "reason": "A dependency issue and a bumped-but-unreleased PEFT minimum version are not the same bug." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both mention v5 regressions, but one is processor.tokenizer/image handling and the other is Deepseek tokenization output; not the same bug." + "reason": "processor.tokenizer/image passing regression and Deepseek tokenizer corruption are different tokenizer-related failures." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and tie_word_embeddings warnings are unrelated." + "reason": "Unused SGD optimizer args and a tie_word_embeddings warning in Qwen3.5 are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different documentation mistakes: SigLIP2 example errors vs TextClassificationPipeline return_all_scores docs drift." + "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline docs note; not the same issue." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version incompatibility and PEFT version pinning are separate dependency problems." - }, - { - "left": "issue:46082", - "right": "issue:46512", - "accept": false, - "reason": "Config validation for head_dim and stale model.config.dtype after from_config are different issues." + "reason": "Python-version compatibility and an unreleased dependency bump are different release issues." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained regression are not the same code path." + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are separate bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure and broad import errors after upgrade are too different to merge." + "reason": "A missing HybridCache import and broad post-upgrade import errors are not the same concrete failure." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and a vague 'ADD THE DATA' report are unrelated." + "reason": "Tokenizer BPE-marker handling and an unrelated data request are clearly not duplicates." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and behavior; no shared concrete bug is evident." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen3.5-era regressions, but one is model loading and the other is incorrect visual-encoder key serialization." + "reason": "Qwen3VL loading failure and Qwen3.5 visual-encoder save_pretrained corruption are distinct multimodal regressions." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are separate failures." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Default vision/audio config initialization and missing pad_token_id on Llama4Config are different config bugs." + "reason": "A video-classification processor bug and a broad remote_code breakage are not the same underlying change." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "lm_head.weight serialization inconsistency and resize_token_embeddings not updating nested embeddings are unrelated weight-management issues." + "reason": "Inconsistent lm_head serialization by device and gemma4 resize_token_embeddings not updating embeddings are different weight-handling bugs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL model loading and GLM-4.7-Flash unit-test loading problems are model-specific and distinct." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Missing load-balancing loss with router logits disabled and mm_token_type_ids defaulting to zeros are different training/input concerns." + "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are unrelated model-specific failures." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token decode failure and D-FINE auxiliary-loss handling are unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss suppression are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor mismatch and Gemma4 PLE device mismatch are different subsystems and bugs." + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are different regressions." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "No meaningful overlap: vague data request vs FP8 inference failure on B200." + "reason": "Load-balancing loss omission and Gemma 4 mm_token_type_ids defaults are separate model-training issues." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer_class serialization mismatch and AutoTokenizer ignoring repository tokenizer.json are different tokenizer persistence issues." + "reason": "A placeholder data request and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Compiled flex_attention torch compatibility and TensorFlow backend installation behavior are unrelated." + "reason": "Default multimodal config initialization and missing pad_token_id are different config-level bugs." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated failures." + "reason": "Tokenizer class metadata saved incorrectly and AutoTokenizer ignoring tokenizer.json are related to serialization/loading, but they are not the same concrete bug." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior have no shared underlying bug." + "reason": "torch >= 2.9 flex_attention failure and tensorboard-without-TensorFlow backend errors are unrelated dependency/runtime issues." } ] }, @@ -12627,7 +12613,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:33290", "issue:42175", @@ -12636,7 +12622,6 @@ "issue:43317", "issue:43441", "issue:43525", - "issue:43643", "issue:43673", "issue:43723", "issue:43761", @@ -12650,20 +12635,20 @@ "issue:44246", "issue:44261", "issue:44263", + "issue:44291", "issue:44336", + "issue:44361", "issue:44373", - "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", "issue:45081", "issue:45103", - "issue:45325", - "issue:45362", "issue:45372", "issue:45397", "issue:45542", + "issue:45593", "issue:45600", "issue:45656", "issue:45712", @@ -12679,13 +12664,15 @@ "issue:46851" ], "soft_pairs": [ + "issue:44016|issue:44291", + "issue:44361|issue:45593", "issue:43441|issue:45834", - "issue:33290|issue:45656", "issue:45081|issue:45907", + "issue:33290|issue:45656", "issue:42994|issue:43317", "issue:44623|issue:44749", - "issue:45103|issue:45372", "issue:44261|issue:44263", + "issue:45103|issue:45372", "issue:44336|issue:46851", "issue:45600|issue:45712", "issue:45859|issue:46851", @@ -12702,208 +12689,199 @@ "issue:46291|issue:46399", "issue:44188|issue:44336", "issue:44016|issue:45823", - "issue:46655|issue:46726", - "issue:44589|issue:45362", "issue:44336|issue:44373", - "issue:43525|issue:43643", - "issue:45325|issue:46851" + "issue:46655|issue:46726" ], - "prepared_review_unit_hash": "e8bf938a74864c55c36c396db88988ca9184f2f701de5a273b4db76d9a38c448", + "prepared_review_unit_hash": "6381f1395ad2218815ae880820947291e9151705481615a41968e5853d3e0a39", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36066, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35213, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a false-positive similarity cluster: the issues span unrelated model-loading, tokenizer, quantization, packaging, and docs regressions, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue cleanly represents this cluster; the items are mostly unrelated bugs with only superficial keyword overlap.", + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated issues (tokenizers, model loading, docs, deepspeed, offload, kernels, etc.), so there is no obvious duplicate cluster representative.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failure modes, so none should absorb the others as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable here because selecting one would be arbitrary across several distinct failure modes.", + "best_issue_reason": "No single issue is a good global representative for deduplication; the pairwise overlaps are superficial rather than the same code-path bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different bugs: FlashAttention failure in Ministral-3 vs OCR long-input index error in Kosmos2.5." + "reason": "Notebook syntax error vs. init_empty_weights/_is_hf_initialized TypeError are different failures and code paths." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM in Adafactor and the other is optimizer.step being called twice." + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression and Kosmos2.5 OCR index error are different model-specific bugs." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash is unrelated to forwarding the revision argument in list_repo_files." + "reason": "Mistral regex patch crash vs. list_repo_files revision forwarding are unrelated subsystems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in deepspeed is not the same as optimizer.step being called twice." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading with gpu/cpu offload are different phases and different bugs." + "reason": "Quantized model saving failure differs from loading a dequantized model with gpu/cpu offload." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained missing files is unrelated to a data-filtering slowdown regression." + "reason": "Processor.save_pretrained missing files is unrelated to the Chinese data-filtering slowdown report." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Auto-docstring annotation crash and Gemma 4 processor import failure are unrelated code paths." + "reason": "Missing rms_norm_eps precision issue and torch.split return-values issue are different bugs." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to GlmMoeDsaIndexer torch.split return values." + "reason": "auto_docstring future-annotations crash and ReasoningEffort import error affect different paths." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI codes in loading_report and Qwen3.5 position_ids failures do not share the same underlying bug." + "reason": "ANSI codes in loading_report are unrelated to variable-length position_ids behavior." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo-maintenance/CI, but one is stale auto_mappings entries and the other is leftover dummy classes." + "reason": "Broken auto_mappings references and leftover dummy classes are both cleanup issues but not the same change." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same family, but CPU-offload rotary embedding incompatibility is a different code path from variable-length position_ids." + "reason": "CPU-offload rotary embedding incompatibility is distinct from variable-length position_ids handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow backend in a torch extra is unrelated to Python version compatibility." + "reason": "Missing TensorFlow backend from extras install is unrelated to Python version support breakage." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained are different loading/saving problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer corruption are different models/components." + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are different model/tokenizer bugs." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading bug and ESM2 being broken are unrelated model/tokenizer issues." + "reason": "Tokenizer loading issue in v5 is unrelated to ESM2 model breakage." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow import time." + "reason": "Pipeline docs mismatch is not the same as intermittent slow import performance." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill is not the same as CLIPVisionModel hidden_states regression." + "reason": "Chunked-prefill cache regression and CLIPVision hidden_states regression are different code paths." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import error and Python 3.9/3.10 compatibility are unrelated." + "reason": "Qwen2.5-VL import error is unrelated to the Python 3.9+/3.10+ compatibility issue." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Both are Ministral-related, but tokenizer BPE marker handling and FlashAttention failures are different subsystems." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are separate Ministral issues." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend installation issue is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard/TensorFlow backend packaging bug is unrelated to torch-transformers incompatibility." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different models and different root causes." + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are different model config/load issues." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "list_repo_files revision handling is unrelated to a missing decorator on apply_rotary_pos_emb registration." + "reason": "kernels revision requirement on import and Qwen3.5 registration crash are different kernels failures." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention divergence and ANSI code generation in loading_report are unrelated." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated bugs." - }, - { - "left": "issue:46655", - "right": "issue:46726", - "accept": false, - "reason": "Video processor padding calculation and AutoProcessor missing-vision-backend handling are different layers." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Loading_report ANSI codes and wrong position_ids docstring are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A missing model config field and AutoConfig dropping fields under trust_remote_code are not the same bug." + "reason": "ANSI escape leakage and wrong docstring for position_ids are unrelated." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Both involve position_ids, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." + "reason": "SmolVLM video padding bug is unrelated to missing-vision-backend AutoProcessor import behavior." } ] }, @@ -12925,23 +12903,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36246", "issue:41628", - "issue:41950", "issue:42491", "issue:42757", "issue:42886", "issue:43299", + "issue:43525", "issue:43526", "issue:43531", "issue:43540", "issue:43550", + "issue:43643", "issue:43784", - "issue:43901", "issue:43976", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", @@ -12951,6 +12928,7 @@ "issue:44451", "issue:44485", "issue:44496", + "issue:44589", "issue:44779", "issue:44871", "issue:45003", @@ -12958,6 +12936,7 @@ "issue:45083", "issue:45103", "issue:45292", + "issue:45325", "issue:45362", "issue:45397", "issue:45542", @@ -12976,231 +12955,238 @@ "issue:46851" ], "soft_pairs": [ + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:45325|issue:46851", "issue:41628|issue:43976", "issue:44297|issue:45397", "issue:43784|issue:45542", - "issue:44246|issue:44496", "issue:45083|issue:46851", + "issue:44246|issue:44496", "issue:45561|issue:45563", "issue:46399|issue:46851", "issue:45103|issue:46399", - "issue:45072|issue:46829", + "issue:43540|issue:46752", "issue:46614|issue:46665", "issue:43526|issue:45003", - "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:43531|issue:45362", "issue:42491|issue:43299", "issue:44242|issue:45593", - "issue:43531|issue:45362", - "issue:44295|issue:45397", "issue:44246|issue:44871", - "issue:45588|issue:46851", "issue:44336|issue:44485", + "issue:45588|issue:46851", "issue:45003|issue:46821", "issue:42886|issue:46132", "issue:44451|issue:46752", "issue:43550|issue:46506", - "issue:44779|issue:45292", "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:41950|issue:44220", - "issue:43901|issue:45003" + "issue:44779|issue:45292", + "issue:36246|issue:44351" ], - "prepared_review_unit_hash": "8027809a66097fa835a4708852c98731d97e17be01d88fa7ac01efbb84331bc6", + "prepared_review_unit_hash": "cdebab2494e4571e80e0a0d783a5877c2d229b214256730b1b70b946cff218ae", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35472, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate bugs across different models, pipelines, and import paths. None of the soft pairs look like the same underlying defect closely enough to merge, so this cluster should stay split. If a single issue must anchor triage, the Qwen3.5 variable-length/position_ids report is the clearest self-contained one.", - "confidence": 0.74, - "canonical_issue_reason": "issue:46851 is the most concrete and narrowly scoped runtime regression in the set, and it best represents the recent Qwen3.5-related breakage theme without conflating unrelated import/docs/model bugs.", + "summary": "These issues are only loosely related by being Transformers import/load/regression reports; the soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest and most central report in the set, with the highest discussion activity and a core import-path symptom that best represents this loose cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46851 is the best issue to keep as the representative triage target because it is specific, reproducible, and easier to action than the broader or more ambiguous reports.", + "best_issue_reason": "issue:44246 is the best representative issue for the cluster because it is generic, high-engagement, and closer to a shared library-level regression than the narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage lookup vs a Qwen3.5 chat/runtime crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is missing pad_token_id and the other is trust_remote_code dropping fields; different code paths." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids in Qwen models, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." + }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Both are import/version problems, but one is a missing symbol and the other is a Python support incompatibility; not the same bug." + "reason": "Superficially both are import/version issues, but one is a missing AutoImageProcessor export and the other is Python-version compatibility." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and a DeepSpeed/zero3 from_pretrained crash are unrelated code paths." + "reason": "Tokenizer save metadata mismatch vs a zero3 from_pretrained failure; not the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both mention import/backend setup, but one is a missing nn symbol and the other is an undefined tf backend; different failures." + "reason": "Import-time NameError in sentence-transformers vs undefined tf backend error when TensorFlow is absent." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Import latency and unrecognized model config are unrelated." + "reason": "Both are Qwen3-family issues, but they involve different helpers and symptoms, not one concrete defect." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44242", + "right": "issue:44496", "accept": false, - "reason": "Different Qwen3-family problems: feature-length helper behavior vs variable-length position_ids handling." + "reason": "Load-balancing loss omission and unrecognized model/config loading are unrelated problems." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Testing-utils xdist race and paged generate warning are separate issues." + "reason": "A pytest-xdist file race and a stale generation warning are different subsystems and failures." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is kernel registration/decorator failure and the other is variable-length position_ids; not the same code path." + "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernel registration." + "reason": "auto_docstring future-annotations crash is unrelated to the Qwen3.5 attention registration issue." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Different models and different inference/output bugs." + "reason": "Video-input processing failure and empty-list chat template crash are different code paths." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are distinct issues." + "reason": "Tokenizer backend state leakage is unrelated to the from_pretrained-inside-classes inconsistency." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sys.modules access bug do not share a concrete fix path." + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are separate subsystems." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and empty-list chat template handling are different failures." + "reason": "bfloat16 dtype mismatch and hidden_states/output field mix-up are different defects." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Both involve Qwen MoE loading regressions, but one is LoRA compatibility across branches and the other is Qwen3VL MoE loading on dev0; too broad to merge." + "reason": "Reading a registered buffer incorrectly is not the same as a zero3 model-loading failure." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Both are missing-loss symptoms, but they affect different models and different conditional logic." + "reason": "Both are Qwen3-related, but sliding_window and chat crashes are distinct bugs." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a Qwen3.5 chat crash are not the same defect." + "reason": "Both are version-regression reports, but one is LoRA compatibility across HF4/HF5 and the other is Qwen3VL-MoE loading breakage." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Position_ids buffer reading and gemma-4 zero3 loading are unrelated." + "reason": "Load balancing loss and D-FINE auxiliary losses are different model-specific loss bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance and eos_token_id configuration mismatch are unrelated." + "reason": "Import performance is unrelated to the Gemma eos_token_id configuration mismatch." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Flash-attention s_aux handling and Qwen3.5 variable-length inputs are different code paths." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "Terminal ANSI formatting and GLM-5 RoPE implementation are unrelated." + "reason": "flash_attention aux handling and Qwen3.5 variable-length position_ids are different issues." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "Unsafe sys.modules access and TimesFM window_size attribute handling are different bugs." + "reason": "Unsafe sys.modules access and TimesFM window_size attribute errors are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different concerns." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty chat template input crash are unrelated." + "reason": "A model-loading failure and an empty-chat-template crash are not the same defect." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure and CPU-vs-CUDA output divergence are different problems." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings behavior do not match." + "reason": "Bamba torch.compile/SDPA failure and CPU/CUDA output mismatch are distinct model/runtime bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are separate import errors." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Both are missing exports from transformers, but the missing symbols and affected subsystems differ." + "reason": "Both are import errors, but they involve different missing symbols in different packages." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Pipeline image-processor lookup and _torch_extract_fbank_features are not the same underlying defect." + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different code paths." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Docs/behavior mismatch for text-classification and sys.modules access are unrelated." + "reason": "Missing Qwen2.5-VLImageProcessor and missing HybridCache are separate export/import issues." } ] }, @@ -13222,11 +13208,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:29870", "issue:30333", "issue:36246", + "issue:41950", "issue:42199", "issue:43257", "issue:43262", @@ -13236,9 +13223,10 @@ "issue:43526", "issue:43540", "issue:43596", - "issue:43653", + "issue:43901", "issue:44038", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", @@ -13269,10 +13257,11 @@ "issue:46655", "issue:46726", "issue:46851", - "issue:46894", "issue:46897" ], "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:45003|issue:45561", "issue:43540|issue:46655", @@ -13287,204 +13276,208 @@ "issue:45137|issue:45600", "issue:44877|issue:45375", "issue:36246|issue:43596", - "issue:44242|issue:44857", "issue:43295|issue:45292", "issue:45292|issue:45584", "issue:44623|issue:46726", - "issue:43526|issue:46897", + "issue:44242|issue:44857", "issue:44466|issue:45335", + "issue:43526|issue:46897", "issue:44038|issue:46506", "issue:44987|issue:45459", "issue:29870|issue:30333", "issue:43352|issue:45250", - "issue:43526|issue:46894", - "issue:42199|issue:46851", - "issue:43653|issue:44162" + "issue:42199|issue:46851" ], - "prepared_review_unit_hash": "e588187ea8f55942607d13d5cde28f707e292a1c50779aecab520fb3e4e55de3", + "prepared_review_unit_hash": "e4a88560873bf0ac7ed246f34cf14a0bf4c1384e185d97a4277aa98be0681f93", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35464, - "estimated_input_tokens": 8866, - "estimated_eval_tokens": 17988 + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs in model loading, tokenizers, video/audio processors, DeepSpeed, config handling, and performance regressions. The soft pairs mostly share broad subsystem vocabulary, not the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that happen to share broad themes like video processing, DeepSpeed, Qwen, or config handling. I would not merge any of the proposed soft edges; there is no PR in the set.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one issue as a representative, issue:45003 is the broadest core-code bug and the least model-specific, but the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a true canonical for the cluster because the reports are unrelated; if forced to pick a representative, issue:44479 is the broadest concrete regression, but it still does not match the rest as a duplicate.", + "best_issue_reason": "issue:45003 is the most generally applicable, self-contained bug in the list and has the clearest core-library relevance; it is a reasonable representative issue, though not a strong canonical for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction. Same broad library, not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed failures: Qwen3 MOE weight conversion vs ZeRO3 empty-deque/index errors." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/index error; different bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unrelated bugs: unsafe sys.modules access vs pytest-xdist captured_info.txt race." + "reason": "Core import/module access bug vs pytest-xdist race in testing utilities; unrelated behavior and fixes." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but the affected models and root causes differ (Qwen3OmniMoe processing vs SmolVLM padding math)." + "reason": "Both are video-input issues, but they concern different models and different failure modes (Qwen3OmniMoe validation vs SmolVLM padding)." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model-loading/config error for Olmo-Hybrid is unrelated to the sys.modules access bug." + "reason": "Model-loading config error for OLMo vs unsafe sys.modules lookup; no shared concrete code path." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaulting are different model-specific issues." + "reason": "ESM2 model breakage vs Gemma 4 token-type-id handling; unrelated models and bugs." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video inputs, but they are different regressions with different models and failure modes." + "reason": "Both mention video inputs, but one is a regression across Qwen VL models and the other is a SmolVLM padding bug; different fixes." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Qwen3_5MoeVisionConfig field loss and AutoModel text_config unwrapping are separate config-loading bugs." + "reason": "Both touch Qwen multimodal config loading, but one is a missing field under strict config and the other is AutoModel config unwrapping; not the same bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaulting is unrelated to intermittent import slowness." + "reason": "Audio processor chat-template sampling-rate default vs import slowdowns; no shared failure mode." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and import/filtering slowdown are different code paths and symptoms." + "reason": "Position_ids buffer error vs a performance regression report; unrelated issues." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Missing fpn_position_embeddings and memory overflow in SAM3-lite text are distinct problems." + "reason": "Same SAM3 family only at a very high level, but one is a missing output attribute and the other is memory overflow; not the same code-path bug." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility and missing rotary-embedding decorator are not the same bug." + "reason": "Both are Qwen3.5/MoE-related, but CPU offload incompatibility and missing decorator during rotary-pos-emb registration are distinct problems." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque/index failure is unrelated to removed Sam3LiteText config references in CI." + "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict granite_speech config loading and missing Qwen3_5MoeVisionConfig fields are different config issues." + "reason": "Strict config loading failure for granite_speech vs a missing config field silently dropped; both config-related, but different bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2_5_VLImageProcessor is unrelated to BertModel ZeRO3 initialization failure." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Missing load-balancing loss and float16 AMP crash in LwDetrImageLoss are separate bugs." + "reason": "ImportError for a missing image processor symbol vs a ZeRO3/BertModel index error; completely different failure modes." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings propagation are different failures." + "reason": "Processor API regression vs token-embedding resize not updating output embeddings; no shared concrete code path." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated behaviors." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Saving processor files and missing-vision-backend AutoProcessor errors are different issues." + "reason": "Saving processor files missing assets vs AutoProcessor missing vision backend handling; distinct lifecycle stages and bugs." }, { - "left": "issue:43526", - "right": "issue:46897", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are not the same defect." + "reason": "Router-logit load-balancing loss omission vs LW-DETR float16 AMP crash; different model heads and failure mechanisms." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency and t5gemma decoder embedding resize are separate issues." + "reason": "Serialization of tied lm_head weights depends on device vs resize_token_embeddings not updating decoder embeddings; related embedding area, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; no shared code path." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe version bug and CPU/CUDA divergence in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe / transformers 5.0 compatibility issue vs CPU-vs-CUDA result divergence in PPDocLayoutV3; unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure and protobuf-tokenizer error masking do not describe the same bug." + "reason": "Model-loading failure for physical-intelligence/fast vs protobuf exception masking tokenizer errors; different layers of the stack." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are unrelated." + "reason": "Bart generate() UnboundLocalError vs MLflow reporting not updated after failed training job; unrelated systems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention unsupported error is not the same as the generic Flash Attention topic." + "reason": "Model-specific Flash Attention support rejection vs a generic Flash Attention 2.0 topic; not the same concrete issue." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are different model behaviors." - }, - { - "left": "issue:43653", - "right": "issue:44162", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "DETR-derived cardinality/background-class error vs Qwen3.5 variable-length position_ids issue; completely different models and bugs." } ] }, @@ -13506,13 +13499,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:42886", "issue:43065", "issue:43408", "issue:43475", + "issue:43526", "issue:43540", + "issue:43653", "issue:43701", "issue:43723", "issue:43906", @@ -13520,6 +13515,7 @@ "issue:43994", "issue:44060", "issue:44077", + "issue:44162", "issue:44188", "issue:44297", "issue:44361", @@ -13528,7 +13524,6 @@ "issue:44483", "issue:44623", "issue:44749", - "issue:44871", "issue:44877", "issue:44977", "issue:44995", @@ -13544,7 +13539,6 @@ "issue:45987", "issue:46082", "issue:46123", - "issue:46132", "issue:46170", "issue:46202", "issue:46421", @@ -13557,9 +13551,11 @@ "issue:46894" ], "soft_pairs": [ + "issue:43526|issue:46894", "issue:44060|issue:44077", "issue:44368|issue:44977", "issue:45412|issue:46123", + "issue:43653|issue:44162", "issue:44479|issue:46170", "issue:42886|issue:45229", "issue:45397|issue:45656", @@ -13571,238 +13567,236 @@ "issue:43723|issue:46710", "issue:44995|issue:45200", "issue:43931|issue:44368", - "issue:45987|issue:46082", "issue:44188|issue:46202", "issue:44483|issue:46202", "issue:46829|issue:46858", + "issue:45987|issue:46082", "issue:43906|issue:46202", "issue:44995|issue:45588", "issue:44188|issue:46421", "issue:45685|issue:46431", - "issue:45200|issue:46894", "issue:45103|issue:46858", "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43994|issue:46726", "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:44871|issue:46132" + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "6d9bfbe84e1b720484670169d92c8104692ecf01ad60f0ec761a1646271aca09", + "prepared_review_unit_hash": "dec8a9bc89df77cb821bae130ada9f346c5de512a462daac6e1773f9f2c072cf", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36640, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate Transformers bugs spanning tokenizer/model loading, config validation, video/vision regressions, cache behavior, and Deepspeed/training quirks. The soft links look like thematic similarity, not true duplicates, so I would not merge any pair.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43723 is the broadest representative loading regression in the set and is closest to several other tokenizer/model-loading reports, even though the cluster as a whole is not a true duplicate group.", + "summary": "The cluster is heterogeneous; the soft pairs mostly link superficially similar bugs in different models or subsystems. None of the suggested duplicate edges look safe to merge.", + "confidence": 0.72, + "canonical_issue_reason": "issue:46858 is the clearest concrete runtime regression report: StaticCache/get_seq_length returning a device tensor breaks slice arithmetic on non-CUDA backends.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most general and reusable anchor for triage among these issues; it best captures the recurring load-time/tokenizer breakage theme without overfitting to a narrow model or backend.", + "best_issue_reason": "issue:46858 is the most actionable representative of the cache/static-cache regression subset and has the most explicit failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different components and failures: image processor label reduction vs ASR training-loss shifting." + }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different bugs: Qwen3-Next tied-weights warning vs patchtsmixer post_init policy. Same broad area, not the same code-path failure." + "reason": "Different model families and problems; one tied-weights warning, one post_init policy issue." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a LoRA tie-word-embeddings warning and the other is a flash-attention generation issue. Distinct symptoms and fixes." + "reason": "One is a warning about tie_word_embeddings; the other is a flash-attention generation bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release after deletion is unrelated to MaskGenerationPipeline's partial-batch is_last handling." + "reason": "Unrelated subsystems: memory cleanup for RT-DETR vs partial-batch pipeline bookkeeping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs broad ESM2 breakage; no same code path." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in model processing vs Windows/ROCm import failure from torch.distributed dependency. No shared underlying bug." + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency issue." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache/offline loading bug is unrelated to Gemma4 multi-GPU OOM." + "reason": "Cache/offline tokenizer loading vs Gemma multi-GPU CUDA OOM; clearly different bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "One is gemma-4 Zero3 from_pretrained loading, the other is a double optimizer-step under deepspeed. Same framework, different defect." + "reason": "Gemma-4 loading/zero3 issue vs deepspeed double optimizer step; different failure modes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but dummy Conv2d in the pixel decoder and the sam3_video/sam3_tracker warning are different model wiring issues." + "reason": "Different SAM3 issues: dummy Conv2d placeholder vs model-type mismatch warning." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 video attribute error vs Qwen3OmniMoe video input ValueError; unrelated models and code paths." + "reason": "Missing vision-encoder attribute vs Qwen3OmniMoe video-input ValueError; not the same bug." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Windows ROCm import problem is unrelated to RTDetrModel.forward failing when feature levels exceed backbone outputs." + "reason": "Platform import/type dependency problem vs RT-DETR feature-level shape bug." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embeddings warning in Qwen3.5 LoRA is unrelated to the stale num_return_sequences warning in paged generate()." + "reason": "Both mention warnings, but the pipeline stale-warning issue is unrelated to tied-weights warnings." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict granite_speech config loading and a Windows ROCm import/type error are different problems." + "reason": "Strict config loading vs Windows/ROCm distributed import issue; different subsystems." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete failure." + "reason": "Tokenizer loading regression vs model accuracy regression after upgrade; not same underlying change." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GLmMoeDsa stale indexer cache on second forward is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Moe cache/indexer crash vs Gemma mm_token_type_ids defaulting; unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs a Qwen3.5 warning about tying embeddings; different load-time failures." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "StaticCache.get_seq_length() returning a tensor and LlamaConfig head_dim validation are separate config/cache issues." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different bugs." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel branching bug is unrelated to Gemma pipeline roundtrip tokenization on \u2581." + "reason": "Attention-kernel divergence under compile vs Gemma pipeline roundtrip tokenization failure." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request rejection in /v1/chat/completions is not the same as the Gemma pipeline roundtrip failure." + "reason": "Chat/completions API regression vs Gemma token roundtrip issue; no shared code path." }, { "left": "issue:46829", "right": "issue:46858", "accept": false, - "reason": "VideoPrism output field mix-up and static-cache seq-length tensor/device arithmetic are different bugs." + "reason": "VideoPrism output field mix-up vs cache sequence-length tensor bug; unrelated model areas." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; different concerns." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma pipeline roundtrip bug." + "reason": "Reproduction of another issue vs a Gemma tokenizer roundtrip failure; not the same defect." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache on second forward in GlmMoeDsa is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Both are runtime bugs, but stale indexer cache crash is unrelated to flash_attention s_aux handling." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve compile/cache behavior, but one is attention-kernel divergence and the other is spurious recompilation from lazy cache init." + "reason": "Different compile/cache topics: attention kernel divergence vs spurious recompilation from lazy cache init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram on Int and missing chat template in processor.save_pretrained are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:46894", - "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and CohereASR training-loss double-shift are not the same underlying bug." + "reason": "MPS histogram dtype bug vs missing chat template processor error; unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to static cache seq-length device tensor behavior." + "reason": "Auto-docstring annotations crash vs cache seq-length tensor arithmetic bug; different modules." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder and MaskGenerationPipeline's final-batch flag are different subsystems and failures." + "reason": "SAM3 decoder placeholder conv vs MaskGenerationPipeline partial-batch handling; no overlap." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both concern save_pretrained metadata/files, but tokenizer_class mismatch and processor missing files are distinct serialization bugs." + "reason": "Tokenizer save_pretrained metadata mismatch vs processor save_pretrained missing files; related theme only, not same bug." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to the Transformers upgrade slowdown regression." + "reason": "MLukeTokenizer task AttributeError vs transformer upgrade performance regression; unrelated." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 producing nonsensical outputs and AutoProcessor missing a required vision backend are different issues." + "reason": "SIGLIP2 model/pipeline semantics vs missing vision backend error; different root causes." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression after upgrading Transformers is unrelated to deepspeed causing optimizer.step() to run twice." + "reason": "Performance regression after upgrade vs deepspeed optimizer double-step; no shared code path." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and slowdown after upgrade are separate training/runtime bugs." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to AttentionInterface.register changing registered function behavior." + "reason": "Checkpoint resume key mismatch vs post-upgrade slow filtering; unrelated failures." } ] }, @@ -13824,7 +13818,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28282", "issue:30990", @@ -13841,21 +13835,21 @@ "issue:43646", "issue:43673", "issue:43723", - "issue:43784", "issue:43873", "issue:43986", "issue:44038", "issue:44162", "issue:44188", + "issue:44351", "issue:44373", "issue:44623", "issue:44869", + "issue:44871", "issue:44933", "issue:44945", "issue:44964", "issue:45092", "issue:45137", - "issue:45200", "issue:45230", "issue:45310", "issue:45356", @@ -13864,27 +13858,28 @@ "issue:45406", "issue:45478", "issue:45656", + "issue:45753", + "issue:46132", "issue:46202", "issue:46326", - "issue:46399", "issue:46463", "issue:46726", "issue:46752", "issue:46821", "issue:46851", - "issue:46877", - "issue:46897" + "issue:46877" ], "soft_pairs": [ - "issue:43646|issue:44162", + "issue:44871|issue:46132", "issue:44623|issue:45656", + "issue:43646|issue:44162", "issue:43441|issue:46752", "issue:45375|issue:45478", "issue:42994|issue:43482", "issue:43232|issue:43673", "issue:43475|issue:43643", - "issue:28282|issue:30990", "issue:44188|issue:46851", + "issue:28282|issue:30990", "issue:43986|issue:46726", "issue:41628|issue:44933", "issue:43475|issue:46821", @@ -13899,211 +13894,220 @@ "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43723|issue:46326", - "issue:45200|issue:46897", "issue:45406|issue:46202", "issue:43873|issue:44945", - "issue:43784|issue:46399" + "issue:44945|issue:45753", + "issue:41628|issue:44351" ], - "prepared_review_unit_hash": "fcecc71f8e4cff7bbdb3f15c93dfcdd58e950654114d25a007bb958ba236ccab", + "prepared_review_unit_hash": "5aa7f3a59b5df0e57fe8d5838a7280353822d429bfd0216be9922752e21710e8", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35405, - "estimated_input_tokens": 8852, - "estimated_eval_tokens": 17960 + "soft_pair_count": 28, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. I only see two true duplicate pairs: the custom model initialization/v5 breakage reports, and the Qwen3.5-Moe config/from_pretrained failure reports. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43646 is the broadest, most representative bug report here: it names the underlying Transformers v5 custom model initialization regression that can subsume the more specific model-level reports.", + "summary": "This cluster is mostly a set of unrelated Transformers v5 regressions and API breakages. The best umbrella issue is the broad custom/remote-code initialization failure, since it most cleanly represents the shared migration-breakage theme across the set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most central report: it directly captures the Transformers 5.0 compatibility breakage affecting custom model initialization, which is the common theme behind many other v5-related issues in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best overall anchor because it is broad, concrete, and likely to organize related v5 initialization breakage reports.", + "best_issue_reason": "issue:43646 is the best representative issue because it is the most general and reusable umbrella for v5-era initialization regressions, while the others are narrower model- or feature-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43646", - "right": "issue:44162", - "accept": true, - "reason": "Same underlying v5 custom-model initialization breakage; ESM2 looks like a concrete affected model." + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bug classes: Gemma eos-token config inconsistency vs AttentionInterface.register behavior change." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Different bugs: missing files on processor save vs DeepSpeed calling optimizer.step twice." + "reason": "Unrelated: processor save_pretrained file omission vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 breakages, but they affect different code paths and model families; not the same underlying bug." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "Unrelated failures: FlashAttention/model loading vs empty chat-template input handling." + "reason": "Ministral FlashAttention failure and empty-list chat template crash are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "Both describe the same Qwen3.5-Moe loading failure caused by a missing config field / strict config handling." + "accept": false, + "reason": "Same broad model family, but one is a missing config field and the other is a from_pretrained failure; not clearly the same concrete bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Different code paths: quantized saving failure vs GGUF loading failure in v5." + "reason": "Quantized model saving failure is distinct from GGUF loading failure." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but the reported failures are different (sync_gpus kwargs update vs chunked_prefill cache)." + "reason": "Different generation-path regressions: sync_gpus kwargs update vs missing GenerationMixin cache in chunked prefill." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Different bugs: SAM3 output attribute missing vs AutoConfig returning incomplete fields under trust_remote_code." + "reason": "A model-specific missing attribute is not the same as the generic trust_remote_code missing-fields issue." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import error is not the same as Sentence Transformers loading hangs." + "reason": "ImportError for missing PyTorch is unrelated to a load hang in Sentence Transformers." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:43986", + "right": "issue:46726", "accept": false, - "reason": "Different issues: attention-kernel divergence under torch.compile vs variable-length position_ids behavior." + "reason": "Both involve optional vision backends, but one is a video AutoProcessor crash and the other is an image-processor recognition error; not the same bug." }, { - "left": "issue:43986", + "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Both mention missing vision backends, but one is a video-model AutoProcessor crash and the other is an AutoProcessor/image-processor error message issue." + "reason": "Doc-example errors for SigLIP2 are distinct from backend-missing AutoProcessor error handling." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "These are about different import/export problems: AutoImageProcessor import vs a non-existent image_utils import." + "reason": "Different import failures involving different symbols/modules." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "SAM3 vision encoder attribute error is unrelated to TimesFM window_size validation." + "reason": "Different issues: missing SAM vision output attribute vs TimesFM window_size attribute error." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5-Moe, but one is a generic from_pretrained error and the other is a specific missing config field; not clearly the same bug." + "reason": "Related model family, but the reports describe different failures and are not clearly the same code-path bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "issue:45230 is too unspecific to safely match the Gemma 4 ZeRO3 loading failure." + "reason": "Placeholder bug report is not a duplicate of Gemma-4 ZeRO3 loading failure." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading failure and DeepSpeed ZeRO3 deque error are different problems." + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 doc-example mistakes are unrelated to AutoProcessor backend-missing handling." + "reason": "Different symptoms and targets: documentation example problems vs missing-vision-backend processor handling." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer bugs: Whisper timestamp decoding crash vs Kimi codec/regex regression." + "reason": "Whisper decode crash on trailing replacement character is not the same as Kimi-K2.5 tokenizer codec regression." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained error is not the same as missing files on processor save." + "reason": "Qwen3-VL-Moe loading bug and processor save_pretrained file omission are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect T5 error message is unrelated to import-time docstring lint output." + "reason": "T5 decoder-input validation error messaging and auto_docstring stdout noise are unrelated." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a real variable-length position_ids bug." + "reason": "A wrong docstring is not the same bug as Qwen3.5 variable-length position_ids failure." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are separate issues." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different failures." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings warning is unrelated to InternVL2 remote-code/meta-init incompatibility." + "reason": "TF32 API settings guidance is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and continue_final_message behavior for mistral_common are different failures." - }, - { - "left": "issue:45200", - "right": "issue:46897", - "accept": false, - "reason": "Gemma 4 token-type defaults and Florence2 double-shift training loss are unrelated." + "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer is unrelated to Gemma pipeline roundtrip issues on \u2581." + "reason": "Gemma4 processor missing tokenizer field is distinct from Gemma pipeline roundtrip failure." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issues are not the same as incorrect outputs under pipeline parallelism." + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different bugs." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output errors and Qwen3.5 single-image infinite loop are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration failure." + "reason": "Both are import errors, but for different exports and different underlying causes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairs are clearly different bugs, and the two accepted soft edges are plausible duplicates without overclaiming. No PR pairs are present, so there is no mergeability issue to check." - }, - "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 }, @@ -14118,7 +14122,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:30333", "issue:30990", @@ -14137,11 +14141,12 @@ "issue:43504", "issue:43704", "issue:43723", + "issue:43784", "issue:43824", "issue:43976", + "issue:44016", "issue:44038", "issue:44222", - "issue:44351", "issue:44496", "issue:44568", "issue:44623", @@ -14149,7 +14154,6 @@ "issue:44857", "issue:44869", "issue:44933", - "issue:44945", "issue:45081", "issue:45103", "issue:45137", @@ -14159,19 +14163,19 @@ "issue:45593", "issue:45600", "issue:45712", - "issue:45753", "issue:46077", "issue:46123", "issue:46202", + "issue:46231", + "issue:46399", "issue:46693", "issue:46701", "issue:46829", "issue:46877" ], "soft_pairs": [ - "issue:44945|issue:45753", + "issue:43784|issue:46399", "issue:44857|issue:46877", - "issue:41628|issue:44351", "issue:45593|issue:46877", "issue:42673|issue:43704", "issue:44038|issue:45310", @@ -14182,238 +14186,239 @@ "issue:43278|issue:45137", "issue:45081|issue:45103", "issue:42831|issue:44222", - "issue:43232|issue:44792", "issue:43504|issue:45561", + "issue:43232|issue:44792", "issue:42175|issue:44933", "issue:45561|issue:45600", - "issue:44496|issue:45561", "issue:43976|issue:44933", + "issue:44496|issue:45561", "issue:30333|issue:33290", "issue:45405|issue:46877", "issue:30990|issue:35141", "issue:42898|issue:44568", "issue:42175|issue:45712", - "issue:43479|issue:46829", "issue:46077|issue:46123", + "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:42673|issue:46693", "issue:43479|issue:44869", - "issue:43723|issue:44568" + "issue:43723|issue:44568", + "issue:44016|issue:46231" ], - "prepared_review_unit_hash": "d79661c07d35ea287781d6ec8bfc23470edab5f3df547bf29ef1379b6b4aa15c", + "prepared_review_unit_hash": "ebf8734214171a4b8040da7424f2972d66af2696e9446f699abe34108d4f3efd", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35973, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly unrelated issue noise. The only clear duplicate is the repeated Qwen3ForCausalLM VRAM leak report; the rest describe distinct bugs, regressions, or components.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more detailed report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak; issue:43704 is a near-verbatim duplicate.", + "summary": "The cluster is mostly heterogeneous, with one clear duplicate subcluster around the Qwen3 VRAM leak. Most other pairs are different bugs, version-compatibility issues, or unrelated documentation/testing problems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 is an exact title match and appears to describe the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the cluster\u2019s only true duplicate pair, with the clearest title and earliest report date.", + "best_issue_reason": "issue:42673 is the strongest representative item in this set: it is concrete, has the clearest duplicate evidence, and the only pair that looks like a true same-bug overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Different symptoms and code paths: pipeline parallelism output corruption vs image-triggered infinite loop in Qwen3_5." + "reason": "Both mention import/runtime breakage, but one is a NameError on import and the other is a registration ValueError for a specific kernel path; not the same bug." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "LwDetr fp16/CUDA crash and auto_docstring import-time stdout logging are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports; not the same bug." + "reason": "Float16/CUDA crash in a loss module versus docstring lint output at import time are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and auto_docstring diagnostics output are unrelated." + "reason": "One is a model-training behavior bug, the other is an import-time stdout/logging issue in auto_docstring; different code paths." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same issue text and same concrete bug: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + "reason": "Exact same title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3 MoE loading, but they target different model variants and version contexts; not clearly one bug." + "reason": "Both involve Qwen3/Qwen3.5 MoE loading, but the model/version details differ and the reports do not clearly describe the same concrete failure." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import errors, but for different symbols and different missing exports; not the same bug." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma-related text/image behavior, but one is a token roundtrip failure and the other is a pipeline integration failure." + "reason": "Different pipeline/model failures with different symptoms and reproduction paths." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained failure is a different path from from_pretrained loading errors." + "reason": "FP8 save_pretrained failure is a different issue from Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a missing class import are different problems." + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are unrelated." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluate is unrelated to the ZeRO3 deque IndexError." + "reason": "Embedding dtype mismatch during eval is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Different utility crashes in different modules; same broad area of tooling but not the same underlying defect." + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotation crash are different subsystems and bugs." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression is not the same as FP8 save_pretrained failure." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization issue." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are unrelated." + "reason": "Pretrained BEiT loading with a legacy field is unrelated to a pytest-xdist race in testing utils." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Pretrained preset loading with a legacy field vs pytest-xdist race in testing utils are different bugs." + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging backend dependency omission and a missing image_utils import are unrelated." + "reason": "Missing TensorFlow backend dependency and missing import from image_utils are different problems." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-file race and auto_mappings references to removed configs are different failure modes." + "reason": "A xdist file-race in testing utils is unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Model config loading error is unrelated to a testing-utils race." + "reason": "Python-version compatibility failure and a missing image_utils import are not the same code-path bug." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Python version compatibility issue vs missing image_utils import; different root causes." + "reason": "Unrecognized model/config loading failure is unrelated to the captured_info.txt race." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs and DeepSpeed OOM with Adafactor are unrelated." + "reason": "MLflow reporting on failed training jobs and OOM with Adafactor/DeepSpeed are different training issues." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Released-version dependency pinning and auto_docstring stdout logging are unrelated." + "reason": "A packaging/version pin mismatch is unrelated to docstring lint diagnostics being printed at import time." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading hang in Sentence Transformers vs post_init reinitializing output embeddings are different bugs." + "reason": "Loading hang and token embedding resize reinitialization are unrelated." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they affect different APIs and symptoms." + "reason": "Both are tokenizer behavior changes in v5, but they are distinct symptoms and likely distinct fixes." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend dependency packaging and dummy object leakage into dir(transformers) are different issues." + "reason": "TensorFlow backend packaging and leftover dummy classes in dummy_pt_objects.py are unrelated." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Multimodal config defaults vs hidden_states/output-field mismatch are unrelated." + "reason": "Incorrect attention masking in Gemma4 and a pipeline final-batch flag bug are different concrete problems." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43479", + "right": "issue:46829", "accept": false, - "reason": "Attention-mask construction and final partial-batch handling in a pipeline are unrelated." + "reason": "Incorrect default config initialization and wrong output field type in VideoPrism classification are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in processor.save_pretrained is not the same as Qwen3.5 MoE from_pretrained loading failure." + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to FA2 long-context performance regression." + "reason": "A VRAM leak in Qwen3ForCausalLM threads is unrelated to a long-context FA2 performance regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config initialization and Whisper timestamp decoding crash are different code paths." + "reason": "Config default initialization bug and Whisper word-timestamp decode crash are different model areas and failure modes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and add_special_tokens behavior regression are different problems." + "reason": "Tokenizer loading issue in v5 and missing BOS/EOS insertion for a specific tokenizer are related only broadly, not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The packet supports a single obvious duplicate pair (issue:42673 / issue:43704 with identical title and overlapping VRAM-leak description), and the rest of the soft-edge rejections stay safely on the side of not overclaiming similarity. No pull-request pairing issues here." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the exact-title match between issue:42673 and issue:43704, and the other soft-edge verdicts are appropriately negative rather than overstated. No PR-pair mergeability concerns apply here since these are issues, not PRs." }, "evaluator_used": true, "retried": false, @@ -14432,7 +14437,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:22355", "issue:27957", @@ -14440,7 +14445,9 @@ "issue:30333", "issue:34689", "issue:35141", + "issue:41628", "issue:42222", + "issue:42757", "issue:42796", "issue:42831", "issue:42898", @@ -14452,7 +14459,6 @@ "issue:43784", "issue:43824", "issue:43874", - "issue:44016", "issue:44060", "issue:44075", "issue:44079", @@ -14483,7 +14489,6 @@ "issue:46877" ], "soft_pairs": [ - "issue:44016|issue:46231", "issue:42898|issue:45812", "issue:44625|issue:46877", "issue:42898|issue:44779", @@ -14504,224 +14509,225 @@ "issue:44060|issue:45125", "issue:22355|issue:28282", "issue:44075|issue:46231", - "issue:44933|issue:45712", "issue:44360|issue:46762", + "issue:44933|issue:45712", "issue:42831|issue:44623", "issue:44297|issue:45656", "issue:42796|issue:43723", "issue:44448|issue:46132", "issue:44222|issue:44623", "issue:45245|issue:46132", - "issue:43479|issue:43644" + "issue:43479|issue:43644", + "issue:41628|issue:42757" ], - "prepared_review_unit_hash": "585cbeb998c88c545f4e3fdbd75a7e39ac70f8914e1041b4f1d598c451ec4ff7", + "prepared_review_unit_hash": "e1ea57af4255986d2428f5a70a1937370775fcdc13cc2805047c4dccef0d02fc", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36168, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading/import errors, optimizer/training bugs, docs/notebook issues, and multimodal/config problems. There is no strong duplicate group or single underlying code-path change tying them together.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, multimodal config bugs, training/tooling issues, and doc problems. None of the soft pairs look like the same underlying bug/change, so I would reject all soft edges. The best representative issue is the broad v5 tokenizer regression report, but only as a loose canonical for the tokenizer subset, not for the whole set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the broadest, most model-agnostic v5 behavior-regression report in this set and reads like a real underlying code-path bug rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42898 is the strongest single issue to anchor a tokenizer-regression cluster, but the overall collection is too diverse to be one duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated." - }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different models and different failure modes." + "reason": "Both are tokenizer-related regressions, but one is a generic v5 cleanup behavior change and the other is Granite-specific token-id corruption; different concrete bugs." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Qwen3.5 config propagation and auto_docstring import-time stderr output are unrelated." + "reason": "One is a config propagation bug for Qwen3.5 labels; the other is a docstring import-time logging issue. No shared underlying change." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer bugs for different models; not the same underlying defect." + "reason": "Both mention tokenizer regressions in v5, but they affect different models and failure modes; not the same bug." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization and ModelOutput key handling are separate code paths." + "reason": "Different code paths: multimodal config default initialization versus ModelOutput key assignment semantics." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "A missing image-processor method is not the same as v5 meta-init incompatibility for remote-code checkpoints." + "reason": "Different models and different failures: missing image-patch helper versus remote-code/meta-init incompatibility." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import failure and missing Qwen VL class import are different import regressions." + "reason": "Both are import errors, but they stem from different missing symbols and different dependency contexts." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing crash and auto_docstring annotation handling are unrelated." + "reason": "KV-cache tensor indexing in serve is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support and MLFlow job-state reporting are unrelated." + "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to MLflow reporting after failed training jobs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaults are different model families and bugs." + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting on training failure and Llama 3.2 Vision loading regression do not share a code path." + "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility." + "reason": "Both are regression reports, but one is tokenizer cleanup behavior and the other is processor.tokenizer/image-passing compatibility." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions for different models; not one mergeable fix." + "reason": "Both concern tokenization, but Kimi-K2.5 codec handling is a different tokenizer implementation bug." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer reading and doubled optimizer steps with deepspeed are unrelated." + "reason": "Reading a registered buffer and double optimizer stepping are unrelated bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Example-script multi-label output bug and local dataset loading bug are separate issues." + "reason": "Two example-script issues in different scripts with different symptoms; not the same underlying defect." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance issues." + "reason": "Dependency version bump versus leftover dummy-class cleanup are unrelated maintenance issues." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization are unrelated bugs." + "reason": "MLflow failure reporting and embedding reinitialization after resize are different training-time bugs." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both mention tokenizer save_pretrained, but one is missing files and the other is wrong tokenizer_class metadata." + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save-path issues." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are different model-initialization problems." + "reason": "Tied-weights warning miswiring and missing tensor-parallel plan are different Qwen model-definition bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are distinct import errors." + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different import/dependency problems." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD args and a documentation parameter-name typo are not the same bug." + "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44360", + "right": "issue:46762", "accept": false, - "reason": "A nonexistent image_utils import and leftover dummy classes are unrelated cleanup/import issues." + "reason": "A DSA ReLU omission and Minimax attention numerical differences are unrelated algorithmic problems." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "DSA indexer activation choice and Minimax attention numerical differences are unrelated." + "reason": "A nonexistent image_utils import and stray dummy pt objects leaking into dir(transformers) are different export-surface bugs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy loss and processor.save_pretrained missing files are different subsystems." + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer metadata bug and doubled optimizer stepping are unrelated." + "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "A specific tokenizer BPE-marker bug is not the same as a generic AutoTokenizer loading failure." + "reason": "A specific tokenizer BPE-marker bug is not the same as an AutoTokenizer.from_pretrained loading issue." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are unrelated." + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different save paths and failures." + "reason": "FP8 model save behavior and processor file serialization are different save-related bugs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error and AttentionInterface behavior change do not overlap." + "reason": "Category-count limits and attention registration semantics are unrelated." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default config initialization and non-persistent buffer junk filling are unrelated." + "reason": "Multimodal config defaults and non-persistent buffer initialization are different configuration/runtime issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode import from huggingface_hub are separate dependency/export failures." } ] }, @@ -14743,14 +14749,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:22355", "issue:27957", "issue:30990", "issue:38175", "issue:41628", - "issue:42757", "issue:42831", "issue:42907", "issue:43122", @@ -14795,252 +14800,245 @@ "issue:46710" ], "soft_pairs": [ - "issue:41628|issue:42757", "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:46132|issue:46710", "issue:45071|issue:46082", "issue:44222|issue:44484", "issue:43723|issue:44977", - "issue:44190|issue:46082", "issue:43122|issue:46209", "issue:44263|issue:45092", + "issue:44190|issue:46082", "issue:43232|issue:46424", "issue:43232|issue:45834", - "issue:43475|issue:46305", - "issue:46305|issue:46655", "issue:44295|issue:44623", + "issue:43475|issue:46305", "issue:46209|issue:46431", + "issue:46305|issue:46655", "issue:44263|issue:44360", - "issue:30990|issue:38175", "issue:44263|issue:44373", - "issue:42831|issue:45310", + "issue:30990|issue:38175", "issue:45092|issue:45357", + "issue:42831|issue:45310", "issue:42907|issue:46050", "issue:44279|issue:46328", "issue:45381|issue:46305", "issue:44261|issue:45092", - "issue:44829|issue:46002", "issue:44483|issue:45406", + "issue:44829|issue:46002", "issue:43644|issue:46305", "issue:22355|issue:27957", "issue:42831|issue:44038", "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "f8c49f40fe2e389da1509bb3c5ecad5e0613fcf128f8d0c76daedbdb233292ef", + "prepared_review_unit_hash": "020901591ace58e7fe2560751205d1a0a520ac4f404cd553b08ff1e2083b5529", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36545, - "estimated_input_tokens": 9137, - "estimated_eval_tokens": 18530 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35679, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "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 with some superficial overlap around v5 migrations, imports, saving/loading, and multimodal models. I found no soft edge that looks like the same underlying bug or change.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 45092 is the most concrete and broadly representative v5-compatibility regression in the set, but it is only an anchor for triage, not a true duplicate target for the rest.", + "summary": "The soft pairs are mostly superficial overlaps (same subsystem or similar symptom) rather than true duplicates. I would not merge any of the candidate pairs. The broadest representative issue in this set is the Transformers 5.0 non-persistent-buffer regression.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43644 is the broadest, most foundational regression here: a core Transformers 5.0 initialization/loading bug with likely wide downstream impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45092 is the best single issue to keep as the cluster representative because it is specific, actionable, and clearly framed as a Transformers v5 compatibility problem.", + "best_issue_reason": "issue:43644 is the best representative issue because it describes a system-level bug rather than a model-specific symptom or narrow API edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Both are import failures, but they involve different missing symbols from different packages and likely different breakages." - }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is documentation only; GLM-5 RoPE is an implementation bug in a different code path." + "reason": "Docstring wording vs RoPE implementation discussion; different bugs and different fix scope." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch and Qwen3.5 from_pretrained failure are different save/load problems with different symptoms." + "reason": "Tokenizer_config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register behavior change and downstream accuracy regression are not the same concrete bug." + "reason": "Registered attention callback behavior and accuracy regression after upgrade are only loosely related by symptom." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are unrelated config semantics." + "reason": "Both concern config validation, but they are different validation rules for different config fields." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained/moe and max_shard_size default behavior are different issues." + "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are different save_pretrained concerns." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug affect different code paths." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Local dataset loading in an example script is unrelated to LlamaConfig validation." + "reason": "Tokenizer import/load failure and flash-attention generation failure are unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions and FP8 inference failure on B200 are different regressions." + "reason": "Tokenization drift and FP8 inference failure do not point to the same underlying bug." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split handling and remote-code/meta-init incompatibility are unrelated bugs." + "reason": "DSA indexer split behavior and remote-code/meta-init incompatibility are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script dataset loading and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs after sync_gpus and cache max_cache_length behavior touch different mechanisms." + "reason": "Generation kwargs after sync_gpus and max_cache_length handling are different generation/cache bugs." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are not the same defect." + "reason": "Generation kwargs handling and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are different save/load problems." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing fpn_position_embeddings and MoonshineStreaming off-by-one masking are distinct model bugs." + "reason": "Missing SAM output attribute and MoonshineStreaming off-by-one are unrelated model-specific bugs." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Both are video-related, but one is a future-frame masking off-by-one and the other is a padding calculation bug." + "reason": "FP8 inference on B200 and missing chat template error are different failure modes." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Reading a registered position_ids buffer and processor.save_pretrained missing files are different save/load issues." + "reason": "Both are video-related, but the mask off-by-one and padding calculation bugs are distinct." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "FP8 inference on B200 and missing chat template are unrelated failures." + "reason": "Same DSA area, but torch.split return values and missing ReLU are different defects." }, { "left": "issue:44263", - "right": "issue:44360", + "right": "issue:44373", "accept": false, - "reason": "Same broad DSA indexer area, but split return handling and missing ReLU are separate concrete bugs." + "reason": "Indexer behavior vs docstring correction; no shared underlying bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are different model behaviors." + "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are different model issues." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "GlmMoeDsaIndexer output handling and a docstring issue for position_ids are unrelated." + "reason": "Remote-code checkpoint/meta-init incompatibility and incorrect visual encoder keys in save_pretrained are different problems." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 from_pretrained errors are different failures." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both involve multimodal model compatibility, but one is meta-init loading and the other is incorrect save_pretrained key emission." + "reason": "FineGrainedFP8 accuracy issue is not the same as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure and sinq quantized save/load breakage are different quantization paths." + "reason": "Both involve saving/loading quantized models, but they use different quantization paths and failure modes." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue and SequenceFeatureExtractor.pad performance problem are unrelated." + "reason": "A dependency complaint and a numpy-to-list performance regression are unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming window masking are different models and different bugs." + "reason": "Both are indexing bugs, but on different inputs and different code paths." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and v5 meta-init incompatibility are not the same defect." + "reason": "Precision error from missing rms_norm_eps and meta-init incompatibility are unrelated." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Flash Attention 3 training degeneration and NaNs after checkout/init are different failure modes." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different serving bugs." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are unrelated." + "reason": "Training instability with flash_attention_3 and NaNs after checkout/init are not the same root cause." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer corruption and sliding-window off-by-one masking are different code-path bugs." + "reason": "Core buffer-initialization regression and streaming mask off-by-one are unrelated." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Transformers.onnx import error and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are unrelated." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are different model-specific regressions." + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe issue are separate bugs." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they are for different missing classes and likely separate export/version problems." + "reason": "Different missing import symbols and different affected classes; not the same bug." } ] }, @@ -15062,7 +15060,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:22355", "issue:27957", @@ -15118,8 +15116,8 @@ "issue:22355|issue:28218", "issue:39401|issue:44568", "issue:42886|issue:43066", - "issue:42757|issue:45278", "issue:42886|issue:42994", + "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:44188|issue:44373", "issue:43408|issue:46369", @@ -15129,34 +15127,34 @@ "issue:30990|issue:33357", "issue:42907|issue:44945", "issue:43576|issue:43784", - "issue:42371|issue:44263", "issue:44295|issue:44297", + "issue:42371|issue:44263", "issue:39401|issue:44488", - "issue:46172|issue:46762", "issue:42907|issue:44964", + "issue:46172|issue:46762", "issue:43976|issue:44945", "issue:42907|issue:43937", - "issue:41628|issue:45278", "issue:44117|issue:44704", + "issue:41628|issue:45278", "issue:43756|issue:44060", "issue:43784|issue:45600", - "issue:39401|issue:44521", - "issue:44704|issue:45290" + "issue:44704|issue:45290", + "issue:39401|issue:44521" ], - "prepared_review_unit_hash": "a215163db7c6333ec2b3804650d88ebf36d9a3023c99987913d513c42f66a103", + "prepared_review_unit_hash": "6332eac131a1a015f68a7b7dfd1118944c912feac9797f0d4eff4c87ceb387c5", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35207, + "serialized_chars": 35206, "estimated_input_tokens": 8802, "estimated_eval_tokens": 17860 }, @@ -15165,186 +15163,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues (imports, tokenization, multimodal chat templates, quantization, generation, attention, and model-loading regressions). None of the provided soft-edge pairs look like the same underlying bug or change, so I reject them all. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: a general post-upgrade import regression, which best fits the cluster\u2019s recurring version-breakage theme.", + "summary": "This cluster is a grab bag of unrelated Hugging Face Transformers issues. The soft pairs mostly share only broad keywords like tokenizers, imports, or model families, but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and regressions, so there is no clear duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most representative issue to anchor this mixed cluster because it is broad, regression-oriented, and closest to the recurring compatibility/import failures seen elsewhere in the set.", + "best_issue_reason": "No suitable global best issue; the issues are too heterogeneous to represent one underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Different SAM3 problems: a model-type warning vs text-encoder weights not loading." + "reason": "Same Sam3 family, but different bugs: a model-type warning versus missing text-encoder weights. Not the same fix." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: FineGrainedFP8 accuracy vs Qwen3_5 infinite loop on one image." + "reason": "Unrelated problems: FineGrainedFP8 accuracy versus a Qwen3_5 image-driven infinite loop." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated bugs: missing transformers.onnx module vs tokenizer adding an extra space." + "reason": "Missing module import failure and tokenizer spacing behavior are different code paths and symptoms." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer bugs, but on different models and different failures: offset_mapping vs missing BOS/EOS insertion." + "reason": "Both are tokenizer bugs, but on different models and different mechanisms: offset mapping vs add_special_tokens/BOS-EOS handling." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Different tokenizer issues: offline cache loading vs wrong decoder type in v5." + "reason": "Offline cache loading failure is unrelated to the tokenizer decoder-type mismatch in v5." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Specific huggingface_hub import failure vs broad Transformers import regressions; not the same bug." + "reason": "Tokenizer cache loading and quantized model saving are distinct problems." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "One is a specific missing hub symbol; the other is a broader import breakage after upgrade. Too vague to be the same bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different areas: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers loading hang." + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are different failure modes." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel compile branching bug vs a docstring issue for position_ids." + "reason": "torch.compile kernel divergence is unrelated to a docstring issue for position_ids." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Same family name but different bugs: warning mismatch vs memory overflow in sam3-litetext." + "reason": "Both involve Sam3, but one is a warning and the other is a memory overflow in a different path." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus vs D-FINE auxiliary-loss behavior; different code paths." + "reason": "Generation-state update logic and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Different tokenizer regressions affecting different models and outputs." + "reason": "Both mention tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a version-to-version tokenization change; not enough to treat as the same bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same defect." + "reason": "Custom model initialization breakage and NaNs in classification heads are different issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stall for Sentence Transformers vs MacOS bus error in a CLIP model." + "reason": "A loading hang and a macOS bus error are different symptoms with different likely causes." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure vs incorrect pipeline-parallel LLM output." + "reason": "Quantized save failure and incorrect pipeline-parallel output are separate code paths." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command vs NameError during sentence-transformers import." + "reason": "Broken CLI env command and a NameError during sentence-transformers import are not the same change." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "TF32 settings warning is unrelated to torch.split return handling in GlmMoeDsaIndexer." + "reason": "Reading position_ids after registering as a buffer and tokenizer_class metadata mismatch are unrelated." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Buffer access error for position_ids vs tokenizer_class mismatch on save_pretrained." + "reason": "TF32 configuration messaging and torch.split return values in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer concerns: offset mapping regression vs model loading failure." + "reason": "Both are tokenizer-related, but they concern different models and different load/offset behaviors." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both are numerical-attention issues, but they target different models and concrete failures." + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal-instruct are distinct issues." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Different bugs: saving dequantized Ministral/Devstral models vs loading Phi-4 multimodal." + "reason": "Both are numerical/model-computation issues, but they affect different architectures and code paths." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression vs incorrect pipeline-parallel output; not the same change." + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model saving bug vs invalid GenerationConfig for GLM-5." + "reason": "Quantized/dequantized saving and invalid GenerationConfig are different problems." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Specific missing AutoImageProcessor import vs broad import errors after update; not a concrete duplicate." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate API bugs." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Different from_pretrained path bugs: tokenizer mapping None vs cached_file kwargs forwarding." + "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-architecture regressions: RoPE layer loss vs tied-weights warning." + "reason": "RoPE-layer dropping and tied-weights warnings are different model configuration bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs stale auto_mappings references causing CI breakage." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer offset-mapping bug vs multimodal assistant_mask failure in apply_chat_template." + "reason": "A NameError on import and stale auto_mappings references breaking CI are not the same failure." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs forwarding bug vs apply_chat_template crash on tool-call assistant messages." + "reason": "Processor kwargs propagation and chat-template crashes with tool calls are different code paths." } ] }, @@ -15366,7 +15358,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:22355", "issue:29127", @@ -15425,9 +15417,9 @@ "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:42907|issue:43452", - "issue:39401|issue:46614", "issue:44038|issue:44295", "issue:45216|issue:45478", + "issue:39401|issue:46614", "issue:22355|issue:29159", "issue:44038|issue:44222", "issue:43824|issue:44351", @@ -15447,33 +15439,32 @@ "issue:43066|issue:44779", "issue:43611|issue:46002", "issue:44038|issue:45478", - "issue:43976|issue:45446", - "issue:43116|issue:43493" + "issue:43976|issue:45446" ], - "prepared_review_unit_hash": "937740270a4cc6abe478b13ad457d59108831011bdaa62209426d69b5129a6fd", + "prepared_review_unit_hash": "9ffdf98cf2a7725f63fa518e3baca6f5558606fa5198b4d6a18fa16ee1c6a562", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36633, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "soft_pair_count": 30, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster of unrelated Transformers issues. The soft pairs share broad themes like tokenization, import errors, or version regressions, but none look like the same concrete bug or something that could be merged into one fix.", - "confidence": 0.93, + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad keywords (tokenizer, import, v5, model family names) but do not describe the same underlying bug or code-path change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15483,187 +15474,181 @@ "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different bugs: Qwen3.5 config propagation vs flash-attention training degeneration." + "reason": "Both involve model/config behavior, but one is Qwen3.5 num_labels propagation and the other is flash_attention_3 training degeneration; different failure modes and fixes." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Unrelated issues: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation; same project area only at a very high level." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Different SAM3 problems: model-type warning vs missing output attribute." + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing output attribute; different code paths and symptoms." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-related, but one is a versioned tokenization regression and the other is multimodal assistant mask generation." + "reason": "Tokenizer regression versus multimodal assistant mask handling; not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Different code paths: Qwen3-VL-Moe bug vs tokenizer save_pretrained metadata mismatch." + "reason": "Qwen3-VL-Moe from_pretrained issue is different from tokenizer_config tokenizer_class mismatch during save_pretrained." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizers, but one is general tokenization regression and the other is continue_final_message behavior for mistral_common." + "reason": "Different tokenizer families and behaviors: generic tokenization regression versus mistral_common continue_final_message handling." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Different features: saving dequantized models vs AutoTokenizer/AutoModel loading gguf_file." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Different tokenizer implementations and failures: Qwen3 offset mapping vs Wav2Vec2PhonemeCTCTokenizer language state." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file loading failures in AutoTokenizer/AutoModel." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe loading vs position_ids buffer access." + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer read access." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 and v5.x, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + "reason": "Both are Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading error; not the same concrete defect." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer issues, but Qwen3.5 offset_mapping and Wav2Vec2 phonemizer backend state are distinct subsystems." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Different failures: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "ONNX import error and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different model issues: Qwen3-VL-Moe loading vs FP8 save_pretrained for moe." + "reason": "Qwen3-VL-Moe loading failure and FP8 save_pretrained behavior are different operations and different bugs." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and different underlying regressions." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different problems: example script empty multi-label outputs vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Example-script multi-label output bug is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different import sources and symbols: huggingface_hub is_offline_mode vs transformers HybridCache." + "reason": "Different missing imports from different packages; no shared underlying defect." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Unrelated: tensor parallel training bug vs classification example script behavior." + "reason": "Tensor parallel training bug is unrelated to the classification example script returning empty results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different runtime issues: dtype mismatch in eval vs incorrect output under pipeline parallelism." + "reason": "Embedding dtype drift during evaluate is unrelated to incorrect pipeline-parallel LLM output." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different environment/backends: pip extras backend selection vs Python 3.14 load failure." + "reason": "Packaging/backend dependency omission is unrelated to Python 3.14 load failure." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Different issues: missing onnx module vs LayoutLMv3 error-message clarity." + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated issues." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model-specific bugs: SigLIP2 discrepancy vs Qwen3_5 image infinite loop." + "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy versus Qwen3_5 image-specific infinite loop." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation/tooling issues, but not the same defect or fix location." + "reason": "Documentation parameter-name mismatch and import-time docstring diagnostics are not the same bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different code paths: torch.compile attention kernel branching vs feature extractor padding inefficiency." + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation." + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are separate GLM-5 problems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing import symbol; the other is a broad report of many import failures after upgrade." + "reason": "A specific missing import and a broad 'many import errors' report are not the same concrete code-path issue." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer behavior vs phonemizer backend state bug." + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer language state are unrelated tokenizer behaviors." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they concern different models and failure modes." + "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; too broad to merge." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Different bugs: base_model_prefix loading regression vs NaNs in classification heads." + "reason": "base_model_prefix loading breakage and NaNs in classification heads are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Related model family, but not the same issue: Qwen3-VL-Moe loading vs Qwen3.5 Moe from_pretrained failure." + "reason": "Both are Qwen3-family load errors, but they concern different model variants and different failure points." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different compatibility checks: Python version support vs PyTorch version gating for AuxRequest." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Unrelated model/task bugs: multi-label classification example vs SigLIP2 implementation discrepancy." + "reason": "Python-version compatibility and flex_attention PyTorch version check are unrelated." } ] }, @@ -15685,7 +15670,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28348", "issue:33453", @@ -15698,6 +15683,7 @@ "issue:43066", "issue:43116", "issue:43441", + "issue:43493", "issue:43618", "issue:43673", "issue:43825", @@ -15707,14 +15693,12 @@ "issue:43992", "issue:44075", "issue:44263", - "issue:44291", "issue:44355", "issue:44380", "issue:44625", "issue:44704", "issue:44936", "issue:44995", - "issue:45071", "issue:45072", "issue:45083", "issue:45092", @@ -15738,14 +15722,15 @@ ], "soft_pairs": [ "issue:44355|issue:46231", + "issue:43116|issue:43493", "issue:42673|issue:45072", "issue:45357|issue:45478", "issue:44625|issue:46002", "issue:42371|issue:43874", "issue:45083|issue:45446", "issue:43618|issue:46829", - "issue:43116|issue:43825", "issue:43992|issue:44704", + "issue:43116|issue:43825", "issue:44075|issue:44936", "issue:43066|issue:46710", "issue:28348|issue:46640", @@ -15757,121 +15742,126 @@ "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:43064|issue:43673", - "issue:42673|issue:42796", "issue:43937|issue:45563", + "issue:42673|issue:42796", "issue:43673|issue:46328", - "issue:44380|issue:46077", "issue:45356|issue:46614", + "issue:44380|issue:46077", "issue:42673|issue:46655", - "issue:42222|issue:46752", - "issue:44291|issue:45071" + "issue:42222|issue:46752" ], - "prepared_review_unit_hash": "7d67dde759d4cdd8ec2b78851f51877f8a48c436e5d6a0643d9312726b59c971", + "prepared_review_unit_hash": "8d30d7faf3fa07261d6dce9f204d7b7f39bac28220f2151b05b2d71205bee91f", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35937, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "serialized_chars": 35332, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, model-loading bugs, training/runtime issues, attention backend problems, and unrelated docs/examples. I found no soft-edge pair that looks like the same concrete bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:46640 is the broadest and most generic title in the set, and it is the closest anchor only because it is the most directly flash-attention-related item; however, the cluster is not really a single duplicate group.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports that only share broad Transformers/v5/tokenizer/attention keywords. None of the soft pairs look like true duplicates or mergeable one-fix PR equivalents. If forced to pick an umbrella issue, the generic tokenizer regression report is the closest fit.", + "confidence": 0.34, + "canonical_issue_reason": "issue:33453 is the most generic regression-style report here and has the strongest discussion signal, so it is the best umbrella representative despite the cluster not being a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is truly representative of the whole cluster; 46640 is only the least specific umbrella-like issue, but the rest of the items do not share one underlying defect.", + "best_issue_reason": "issue:33453 is the broadest, least model-specific issue in the set; it is the safest representative if one must choose a single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file errors and a docs parameter-name mismatch are unrelated." + "reason": "Compiled-Python execution failures and a doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification empties and SigLIP2 implementation drift are different problems." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in multi-threaded inference and bfloat16 dtype mismatches are different bugs in different paths." + "reason": "A VRAM leak in threaded dataloading and bfloat16 dtype mismatches are separate code paths." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained key handling while the other is from_pretrained loading failure; not the same defect." + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading; not the same bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and NaNs in classification heads are separate model-state problems." + "reason": "num_labels propagation and NaNs on checkpoint/init are distinct failures with different fixes." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings behavior and a missing image-processor method are unrelated." + "reason": "TF32 behavior settings and a missing image-processor method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A helper-length calculation bug in qwen3_omni_moe is not the same as a PyTorch version-check import issue." + "reason": "qwen3_omni_moe feature-length logic and a flex_attention import/version check do not share a concrete code path." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field bugs, but they affect different model heads and different fields." + "reason": "Both affect model outputs, but they concern different models and different output fields; not one duplicate bug." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "A multi-label example script failure is not the same as an incorrect pipeline error message." + "reason": "Missing encoder weights and AutoProcessor kwarg forwarding are separate loading issues." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Missing encoder weights during model loading and AutoProcessor kwarg forwarding are different loading paths." + "reason": "An example script returning empty results is not the same as a pipeline deprecation/error-message issue." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unused SGD arguments and evaluate() failing after train() are distinct trainer issues." + "reason": "Ignored SGD args and trainer evaluate/train state breakage are unrelated optimizer/training bugs." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder type checking and an accuracy regression after upgrade are not the same bug." + "reason": "Both are v5 regressions, but one is optimizer-state corruption and the other is accuracy drift; different underlying causes." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "GPT2 FlashAttention 2 support request and a generic Flash Attention 2 issue are not the same concrete change or bug." + "reason": "FlashAttention-2 support for GPT2LMHeadModel is not the same as a generic Flash Attention 2 bug report." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split return-value issue and Minimax attention numerical differences are unrelated." + "reason": "A torch.split indexing issue and Minimax numerical mismatch are different model behaviors." }, { "left": "issue:46614", @@ -15883,97 +15873,79 @@ "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "A stale indexer cache crash and image over-padding are different subsystems and failures." + "reason": "GlmMoeDsa stale cache crashes and Swin2SR over-padding are completely different subsystems." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility for remote-code checkpoints and Minimax attention numerical drift are unrelated." + "reason": "Remote-code meta-init incompatibility is unrelated to attention numerical differences in another model." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are different models and code paths." + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific bugs." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import/version check are unrelated." + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are not the same issue." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and wrong offset_mapping for Qwen3 are different tokenizer bugs." + "reason": "Both are tokenizer-related, but one is a loading regression and the other is wrong offset mapping in Qwen3; not the same concrete bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption and generation cache missing in chunked prefill are not the same bug." - }, - { - "left": "issue:42673", - "right": "issue:42796", - "accept": false, - "reason": "A VRAM leak and tokenizer BPE-marker handling are unrelated." + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache in chunked prefill are different training/generation paths." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same failure." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "A generation cache bug and a padding performance issue are unrelated." + "reason": "A VRAM leak and incorrect BPE marker handling are unrelated tokenizer/model issues." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "GPT2 attention scaling being ignored and Gemma4 bidirectional-attention masking are different model/backend behaviors." + "reason": "Generation cache missing and a padding performance regression do not share a code path." }, { "left": "issue:45356", "right": "issue:46614", "accept": false, - "reason": "Tokenizer codec/warning regression and phonemizer backend state are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "VitPose model breakage and empty-list chat template handling have no shared underlying defect." + "reason": "Kimi tokenizer codec/regression handling and phonemizer backend state are unrelated." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are related to v5 init changes but not the same concrete failure." + "reason": "Both are attention-related, but they affect different models and different mechanisms (scaling config vs bidirectional masking)." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leakage and SmolVLM padding calculation are unrelated bugs." + "reason": "A VRAM leak in threaded inference and a video padding calculation bug are unrelated." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "Vision-model breakage and apply_chat_template IndexError are unrelated." - }, - { - "left": "issue:46077", - "right": "issue:46640", - "accept": false, - "reason": "Gemma4 bidirectional-attention masking and a generic Flash Attention 2 issue are not the same bug." + "reason": "Broken vitpose model loading and empty-list chat templating are not the same bug." } ] }, @@ -15995,7 +15967,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:38617", "issue:39401", @@ -16013,6 +15985,7 @@ "issue:44117", "issue:44220", "issue:44261", + "issue:44291", "issue:44410", "issue:44466", "issue:44484", @@ -16046,17 +16019,18 @@ "issue:46894" ], "soft_pairs": [ + "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44466|issue:46002", - "issue:39401|issue:44779", "issue:44410|issue:45310", "issue:44117|issue:45588", + "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:45341|issue:46328", "issue:43450|issue:43986", "issue:45341|issue:45561", - "issue:45071|issue:46512", "issue:44829|issue:45216", + "issue:45071|issue:46512", "issue:44117|issue:45081", "issue:38617|issue:41628", "issue:43408|issue:43742", @@ -16067,217 +16041,223 @@ "issue:42222|issue:46178", "issue:44877|issue:46231", "issue:42371|issue:44261", - "issue:43937|issue:44496", "issue:39401|issue:46209", + "issue:43937|issue:44496", "issue:44410|issue:45478", "issue:42371|issue:46617", - "issue:43208|issue:46894", "issue:44261|issue:46762", "issue:44933|issue:45278", + "issue:43208|issue:46894", "issue:38617|issue:44220" ], - "prepared_review_unit_hash": "a76682328381432d0d0490344e380bd6c0bb6539be4de0517fc725152c75e1a3", + "prepared_review_unit_hash": "8231d9bf98265fd720239315f957d48c78c54e0e3db9fe0fe24dae197c9281fc", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35578, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers bug reports (tokenizers, model-specific crashes, config/type regressions, testing utils, and import errors). I do not see any soft pair that clearly shares the same underlying bug, so I reject them all. If a single issue must serve as the cluster anchor, the broadest umbrella is the version-upgrade import-regression report.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45278 is the most umbrella-like report in the set: it explicitly covers multiple import errors after upgrading versions, which is the closest thing here to a broad regression bucket.", + "summary": "These soft pairs are mostly false positives: they share broad themes like regressions, imports, tokenization, or model loading, but they describe different concrete failure modes and would not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import regressions after upgrading from 4.57.0 to 5.5.0; it best represents the cluster\u2019s general upgrade-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it is broad enough to subsume a family of import-regression complaints, unlike the many highly specific model- or API-level reports.", + "best_issue_reason": "issue:45278 is the most central and general user-facing bug report in the set; the rest are narrower, unrelated symptoms in different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-regression reports, but one is an init_empty_weights/_is_hf_initialized TypeError and the other is PretrainedConfig type-checking; different code paths and fixes." + }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Different failures: one is a released-version dependency bump complaint, the other is a PyTorch version gate around AuxRequest in flex_attention." + "reason": "One is a PEFT version pin issue, the other is a flex_attention backend/version check bug; unrelated failures." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "One is inconsistent lm_head serialization tied to device placement; the other is NaNs in classification heads. Different code paths and symptoms." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer bugs, but for different models and different failure modes (offset mapping vs incorrect tokenization in v5)." + "reason": "lm_head serialization on different devices is not the same as NaNs after checkout/init; different symptoms and root causes." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen-family issues with different concrete defects: missing projections vs from_pretrained error in a separate model variant." + "reason": "Missing projections in qwen3next is a model-architecture bug, while Qwen3.5 MoE from_pretrained is a loading/config bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to the flash_attention crash on s_aux=None." + "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to flash_attention s_aux=None handling; different subsystems and bug shapes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different model families and different behaviors (offset mapping vs generated tokenization output)." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is not the same bug as Qwen3.5 flash-attention generation failure." + "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "A testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue; no shared underlying defect." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and torchvision-missing AutoProcessor crashes are different bugs." + "reason": "Incorrect batched video processor output shape differs from an AutoProcessor crash due to missing torchvision; one is data shaping, the other dependency handling." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both mention testing utilities, but one is a small bug in testing_utils and the other is a pytest-xdist race on captured_info.txt." + "reason": "A generic testing_utils bug is not the same as the pytest-xdist captured_info.txt race; different failure mechanisms." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both involve config/dtype behavior, but one is type-checking breakage in PretrainedConfig and the other is stale model.config.dtype after from_config(dtype=...)." + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint serialization corruption." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different code paths." + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate configuration issues with different fixes." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None-handling is unrelated to the Mistral regex patch crash." + "reason": "Missing tokenizer mapping and _patch_mistral_regex backend_tokenizer crashes are distinct tokenizer-loading bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and do not look like the same concrete bug." + "reason": "Importing a missing internal symbol and missing AutoImageProcessor are both import errors, but they concern different symbols and export paths." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3_video/sam3_tracker is not the same as a KeyError when loading MobileLLM-125M." + "reason": "sam3_video/sam3_tracker model-type mismatch is not the same as a MobileLLM config key error." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." + "reason": "Tokenizer output changes across versions is unrelated to a noisy logging message." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "A chat-generation crash and a feature-extractor padding inefficiency are different problems." + "reason": "A chat crash for Qwen3.5-35B is a model/runtime issue, not a padding conversion performance issue." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "3d_parallel.py execution failure is unrelated to the small testing_utils bug; no common code path." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A max_shard_size question is unrelated to a Qwen3.5 MoE from_pretrained failure." + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a BACKENDS_MAPPING tensorflow_text error are different issues." + "reason": "vitpose model breakage and a tensorflow_text backend mapping error are different loading problems in different areas." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a documentation typo about set_training parameters." + "reason": "Strict config loading for granite_speech is not the same as a documentation typo about set_training parameters." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API/settings discussion is unrelated to an MLA layernorm precision bug." + "reason": "TF32 API settings guidance and missing rms_norm_eps precision behavior are unrelated." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "A GenerationConfig validation error and an unrecognized-model/config.json problem are different failures." + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are different bugs with different layers and hardware implications." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are unrelated." + "reason": "An invalid GenerationConfig and an unrecognized model config are both load-time errors, but they are distinct root causes." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.x MoE-ish models, but one is missing projections and the other is a from_pretrained error; not the same bug." + "reason": "Missing qwen3next projections is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are unrelated." - }, - { - "left": "issue:43208", - "right": "issue:46894", - "accept": false, - "reason": "xLSTM training bugs and CohereASR training-loss double-shift are different model-specific problems." + "reason": "TF32 control API changes are unrelated to cache lookup failures when loading trust_remote_code models." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both are numerical-difference reports, but they concern different models and implementations; too broad to be a duplicate." + "reason": "Missing config.rms_norm_eps and numerical mismatch vs reference attention are different correctness issues." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific nonexistent import from image_utils is not clearly the same as a broader report of many import errors after an upgrade." + "reason": "A specific missing import from image_utils is not the same as the broader import-error cluster after upgrading to 5.5.0." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model-specific issues." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An import error for layer_type_validation and a feature-extraction function issue are unrelated." + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() issues affect different modules and code paths." } ] }, @@ -16299,7 +16279,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:27957", "issue:38617", @@ -16355,8 +16335,8 @@ "issue:44263|issue:44485", "issue:43097|issue:44493", "issue:43931|issue:44410", - "issue:41628|issue:45071", "issue:43673|issue:45341", + "issue:41628|issue:45071", "issue:42222|issue:45542", "issue:45071|issue:45542", "issue:44483|issue:45464", @@ -16365,8 +16345,8 @@ "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:27957|issue:43352", - "issue:43012|issue:43577", "issue:43931|issue:44038", + "issue:43012|issue:43577", "issue:43441|issue:44829", "issue:43097|issue:43452", "issue:45003|issue:45341", @@ -16378,238 +16358,220 @@ "issue:45440|issue:46172", "issue:43531|issue:45341", "issue:43673|issue:46123", - "issue:43208|issue:46897", "issue:43097|issue:45588", "issue:38617|issue:42757", "issue:44410|issue:45375", - "issue:44038|issue:44410" + "issue:44038|issue:44410", + "issue:43208|issue:46897" ], - "prepared_review_unit_hash": "9cd578fc79b0e167ecd496014f5d62517eb234398c999d4a14f4b1a2c1c102f7", + "prepared_review_unit_hash": "02904d0bee914e5009cfe9b7ec07dd3932de5a481b5918d28c052b525a33e248", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36585, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct model- or API-specific regressions, not clear duplicates. A few are loosely related v5/tokenizer or MoE issues, but none look like the same underlying bug strongly enough to merge.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43097 is the best cluster anchor because it is a broad, version-specific regression report with inbound references and it sits near several v5-related issues, but the cluster overall is too mixed to treat it as a true duplicate source for the others.", + "summary": "No soft pair looks like a true duplicate or mergeable same-fix candidate; these are mostly unrelated regressions across tokenizers, model-loading, FlashAttention, and utility code.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the cleanest standalone regression report in the set: explicit breakage, clear symptom, and downstream references. It is the best anchor available, though it does not subsume the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the most representative issue in the set: it has a clear upgrade/regression framing, broader impact, and more linkage than the other issues.", + "best_issue_reason": "Issue 43097 is the most canonical-looking issue overall because it is specific, actionable, and well-scoped compared with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both mention optimizer steps, but one is about unused SGD arguments and the other about deepspeed causing the step to run twice; different failure modes and code paths." + "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step under deepspeed; not the same code-path failure." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior changes in v5, but one reports a wrong decoder type while the other reports different tokenization outputs; related area, not the same bug." + "reason": "Both involve tokenizer/v5 regressions, but one is decoder-type metadata and the other is changed tokenization output; distinct bugs." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "These are different GLM-related bugs: one is about torch.split return values in a DSA indexer, the other is about RoPE implementation." + "reason": "Unrelated GLM internals: torch.split return handling vs RoPE implementation." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is about a removed model config method in v5; the other is about unexpected position-id keys across many models. The symptoms and fix scope differ." + "reason": "Different symptoms and code paths: removed config flag vs unexpected position-id keys in models." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model-loading failures: Qwen3-VL shape mismatch versus qwen3next missing attention projections." + "reason": "Both are Qwen-family model issues, but one is a weight-shape load failure and the other is missing projections in layer 0." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Both are import/type-related v5 regressions, but one is about AutoImageProcessor import failure and the other about PreTrainedConfig type checking." + "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; no shared underlying defect." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Cache handling in generation chunked prefill is unrelated to a small testing_utils bug." + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking behavior." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend handling are different subsystems and bug classes." + "reason": "VitPose model breakage is unrelated to the TensorFlow/tensorboard backend import issue." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression and TensorFlow backend detection are unrelated." + "reason": "Different failures in different subsystems: config type checking vs missing TensorFlow backend." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both affect chat/completions paths, but one is a v5 API contract issue and the other is a streaming inference failure for a specific model." + "reason": "Generic chat/completions API compatibility issue vs a model-specific streaming failure on Qwen3.5-0.8B." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5-related loading, but one is about max shard size policy and the other is a from_pretrained error for MoE models; not the same underlying bug." + "reason": "save_pretrained shard sizing question is unrelated to Qwen3.5-MoE loading errors." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image patch counting and MLA q_a_layernorm precision/config handling are different bugs in different multimodal components." + "reason": "Image patch counting AttributeError vs MLA q_a_layernorm precision/config issue; different components." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both touch GLM MoE internals, but one is about a torch.split indexing issue and the other is a dtype/transpose expression in deepseek-v4; not clearly the same fix." + "reason": "Different math/shape bugs in different model families; not the same underlying defect." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer and a deepseek-v4 tensor transform issue are not the same concrete bug." + "reason": "DSA indexer missing ReLU is unrelated to the deepseek-v4 comb transpose/dtype issue." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and likely different model-specific support gaps." + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "A PyTorch warning on bf16 compilation and a BLIP2 dtype propagation bug are not the same issue." + "reason": "Same general Qwen3-VL area, but one is a load-time weight mismatch and the other is a broader v5/Qwen3-VL-Moe regression report." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Both are Qwen3-VL/Qwen3.5-Moe model issues, but they report different loading/runtime failures and would not plausibly be fixed in one PR." + "reason": "Different missing symbols from different dependencies: transformers internal helper vs huggingface_hub import." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both involve FlashAttention 3-related behavior, but one is a model support error and the other is degenerate training behavior in sequence classification; different code paths and fixes." + "reason": "Different Qwen3 config/model gaps: missing layer projections vs missing deepstack_visual_indexes field." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "One is a v5 config-method removal regression; the other is a gguf_file path problem in pretrained loading. They are unrelated." + "reason": "Related family, but the reported failures are different concrete bugs in different model code paths." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A crash in AutoProcessor without torchvision and a small testing_utils bug are unrelated." + "reason": "AutoProcessor/torchvision crash is unrelated to testing_utils behavior." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision/config mismatch in MLA q_a_layernorm versus GLM-5 RoPE implementation are different bugs." + "reason": "MLA layernorm epsilon precision bug is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both are model-specific runtime problems, but one is an infinite loop on a specific image and the other is a memory overflow; different failure modes." + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different failures." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and loading a specific model on >=5.1.0 are not the same underlying defect." + "reason": "Tokenizer mapping None bug is broader loader logic, but the physical-intelligence/fast failure is a separate model-specific regression." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing get_number_of_image_patches and torch.split return-value handling are separate multimodal/model internals issues." + "reason": "Different defects: image patch counting vs torch.split return handling." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Native DeepseekV3MoE divergence is a broad implementation mismatch, while the deepseek-v4 issue is a specific tensor operation bug." + "reason": "DeepSeekV3 remote/local divergence is not the same as the deepseek-v4 dtype/transpose issue." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked prefill and MaskGenerationPipeline dropping partial-batch results are different pipeline bugs." - }, - { - "left": "issue:43208", - "right": "issue:46897", - "accept": false, - "reason": "Both describe training bugs, but one is about three xLSTM training blockers and the other is a Florence2 loss double-shift; different model families and fixes." + "reason": "Generation cache missing and mask pipeline final-batch dropping are different pipeline bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A removed config method in v5 and a crash in flash_attention integration on sink-less models are unrelated." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors from dependency/API changes, but they involve different symbols and packages, so they are not the same bug." - }, - { - "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Missing attention projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different model/config issues." + "reason": "Config-flag removal complaint vs flash_attention.py crashing on sink-less models; no shared bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43208", + "right": "issue:46897", "accept": false, - "reason": "Qwen3-VL-Moe and qwen3next may be adjacent model families, but the reported failures are different and not clearly one shared defect." + "reason": "xLSTM training blockers and Florence2 double-shift are unrelated model-specific training bugs." } ] }, @@ -16631,7 +16593,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:38617", "issue:42890", @@ -16688,9 +16650,9 @@ "issue:43097|issue:46050", "issue:43986|issue:44484", "issue:46655|issue:46664", + "issue:42890|issue:46298", "issue:46172|issue:46710", "issue:46298|issue:46752", - "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:44062|issue:44117", "issue:43097|issue:43873", @@ -16707,8 +16669,8 @@ "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43208|issue:43550", "issue:43012|issue:44368", + "issue:43208|issue:43550", "issue:43992|issue:44484", "issue:43352|issue:43976", "issue:43352|issue:44380", @@ -16719,20 +16681,20 @@ "issue:45584|issue:46365", "issue:44077|issue:46365" ], - "prepared_review_unit_hash": "892bc0bb7f6682710700954260a3c7aae24464b4e0823e1636e9b57c2561ba1a", + "prepared_review_unit_hash": "f3b1cdfcc1c6744bd6ee13c5c83d3776815071f2d6c90102fbcf714f3c9ca7b9", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38103, + "serialized_chars": 38104, "estimated_input_tokens": 9526, "estimated_eval_tokens": 19308 }, @@ -16741,216 +16703,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated import errors, training bugs, processor/model save-load problems, tokenizer regressions, and logging/test noise. I would not merge any of the suggested soft pairs as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue stands out; the items do not share one underlying defect or fix target, so this is not a true duplicate cluster.", + "summary": "These items are mostly unrelated bug reports; the soft-similarity pairs share surface vocabulary but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs, and the similar pairs differ in concrete failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for the set because the reports span different code paths and failure modes.", + "best_issue_reason": "No single best issue: none of the reports clearly subsumes the others as one duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different bugs: distributed optimizer-state corruption vs xLSTM training limitations." + "reason": "Different training bugs: optimizer state corruption vs. Liger Kernel application." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are loading/import crashes, but they involve different missing dependencies and different processors/models." + "reason": "Both are loading/import failures, but for different optional deps and code paths." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "One is a v5 API removal warning; the other is quantized save/load corruption." + "reason": "Different save/load regressions: removed config flag vs. quantization persistence." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Processor loading crash and shard-size policy question are unrelated." + "reason": "Unrelated processor import crash vs. max shard size question." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + "reason": "Same model area, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seed is not the same as a noisy log message." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different failure modes: tensor layout bug vs model accuracy regression after upgrade." + "reason": "Specific DeepSeek tensor operation bug vs. broad accuracy regression after upgrade." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging is unrelated to an empty-list chat template crash." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "Flaky test seeding and logging noise are different problems." + "reason": "Noisy logging and empty-list chat-template crash are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are missing different symbols from different parts of transformers." + "reason": "Both are import errors, but they concern different symbols and fixes." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer construction failure vs. TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Embedding-tie API removal and quantization offloading behavior are distinct issues." + "reason": "Removed config API and quantized offloading behavior are different problems." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "PyTorch warning on bfloat16 compile is unrelated to a TimesFM window_size AttributeError." + "reason": "PyTorch precision warning is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping None handling is unrelated to the pipeline failure here." + "reason": "Tokenizer mapping bug and DiffusionGemma pipeline failure are different code paths." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Local-files-only network leakage and a missing embedding weight on load are different bugs." + "reason": "Offline fetch leakage vs. missing embed_tokens.weight during load." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer evaluate-after-train state bug is unrelated to a Trainer import failure caused by datasets." + "reason": "Trainer lifecycle failure vs. import conflict with datasets." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Kwarg forwarding to cached_file and docstring annotation crashes are different code paths." + "reason": "Missing kwargs passthrough and auto-docstring annotation crash are unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling with backends is unrelated to cache lazy-init recompilation." + "reason": "Attention backend config bug vs. cache lazy-initialization recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import failure and unsupported backend mapping are different compatibility issues." + "reason": "Python 3.14 import failure is not the same as a tensorflow_text backend mapping error." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model loading crash and tokenizer mapping None are unrelated failures." + "reason": "Processor loading crash and tokenizer mapping None bug do not match." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are not the same underlying bug." + "reason": "Saving dequantized weights and saving Pipeline objects are different features." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Model save/load failure and an image-triggered generation loop are unrelated." + "reason": "Dequantized save failure and image-specific infinite loop are unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Misleading pipeline error messaging does not match the pipeline save_pretrained bug." + "reason": "Pipeline v5 error message vs. Pipeline save_pretrained support." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Dummy class cleanup and noisy logging are unrelated maintenance issues." + "reason": "Precision warning and torch.compile/SDPA failure are distinct issues." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are different model-specific bugs." + "reason": "Repo hygiene dummy classes vs. a noisy logging message." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A compile precision warning and a tie_word_embeddings warning are not the same issue." + "reason": "bfloat16 precision warning is not the same as tie_word_embeddings warning noise." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile failure are separate model-specific problems." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embedding weights on load is unrelated to max_shard_size behavior." + "reason": "Missing weight on load vs. save_pretrained shard-size behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron Flash Attention support and Python-version import compatibility are unrelated." + "reason": "FlashAttention support error and Python version compatibility are unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "No FA2 support for Nemotron is unrelated to GPT2 attention scaling configuration." + "reason": "Different attention-related complaints in different models and subsystems." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as the referenced reproduction issue." + "reason": "Wrong tokenizer decoder type is not the same as the isolated reproduction issue." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and DeepSeek tensor-transpose behavior are unrelated." + "reason": "ESM2 broken and deepseek tensor transpose bug are unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Embedding-tie API removal and logging noise do not share a fix path." + "reason": "Config removal and a noisy log message are not the same defect." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 backend scaling bug and AttentionInterface.register behavior change are distinct attention issues." + "reason": "Attention scaling bug and AttentionInterface.register behavior change differ." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure is unrelated to the Trainer import problem." + "reason": "Whisper empty transcription failure is unrelated to importing Trainer." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy and Trainer import failure are unrelated." + "reason": "patchtsmixer post_init policy issue does not match the Trainer import problem." } ] }, @@ -16972,7 +16940,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:36010", "issue:36683", @@ -17037,20 +17005,20 @@ "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:42994|issue:44655", - "issue:43618|issue:43761", "issue:43756|issue:44485", + "issue:43618|issue:43761", "issue:43299|issue:43867", - "issue:44625|issue:46365", "issue:36010|issue:42757", + "issue:44625|issue:46365", "issue:44355|issue:46877", "issue:43352|issue:43937", + "issue:44483|issue:46369", "issue:45276|issue:46077", "issue:36683|issue:43475", - "issue:44483|issue:46369", "issue:43611|issue:44655", "issue:44655|issue:46050", - "issue:43976|issue:44938", "issue:43867|issue:45216", + "issue:43976|issue:44938", "issue:36683|issue:44077", "issue:44625|issue:46077", "issue:46077|issue:46082", @@ -17059,248 +17027,245 @@ "issue:36683|issue:43525", "issue:36683|issue:44625" ], - "prepared_review_unit_hash": "5057e6c666ba8b587def3369d1e42828f771446e39c0b732479ffea11ec7ad6a", + "prepared_review_unit_hash": "3cc003adb066cd59b83e67212206be233fec0a14a852669b5caee6608570bae0", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37654, - "estimated_input_tokens": 9414, - "estimated_eval_tokens": 19084 + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated regressions and import/config bugs. Only the two CLIP regression reports look like the same underlying forward-output bug; the rest should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43761 is the best representative because it states the broader CLIPVisionModel.forward regression explicitly; issue 43618 looks like a narrower symptom of the same missing-output problem.", + "summary": "These issues cluster around Transformers regressions, import/load/save failures, and model-specific bugs, but the soft pairs are not the same underlying defects. I would not merge any soft edge; issue 43611 is the best general anchor for triage.", + "confidence": 0.61, + "canonical_issue_reason": "43611 is the broadest, most central regression in the set: a generic v5 model-loading breakage tied to `base_model_prefix`, which is a better umbrella anchor than the many narrower model- or backend-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "43761 is the strongest issue to keep as canonical: it is the clearest, most general description of the shared CLIP regression in this cluster.", + "best_issue_reason": "43611 is the best representative issue because it describes a clear, high-impact loading regression and is the most reusable triage anchor among otherwise unrelated bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Different bugs: one is FP8 save_pretrained failure, the other is Qwen3.5 MoE from_pretrained loading." + "reason": "Both are Qwen/MoE quantization-related, but one is `save_pretrained` failure and the other is `from_pretrained` loading error; different code paths." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Unrelated subsystems: Gemma3 config missing vocab_size vs Apple Silicon allocator TypeError." + "reason": "Completely different bugs: missing `vocab_size` on Gemma3 config vs an Apple Silicon allocator warmup `TypeError`." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Distinct model behaviors: GPT2 attention scaling under SDPA/FlashAttention vs zero-loss classification bug." + "reason": "Different subsystem and symptom: attention scaling under SDPA/FlashAttention vs degenerate zero loss in sequence classification." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Not the same failure: backend packaging dependency issue vs Trainer import being affected by datasets installation." + "reason": "Both involve installation/import issues, but one is missing TensorFlow extras and the other is `Trainer` import failure due to `datasets`; not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different packages and are not the same bug." + "reason": "Both are import errors, but for different missing symbols from different packages; unrelated underlying causes." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Different symptoms and code paths: local-path slash import warning vs bfloat16 compile warning." + "reason": "Local model path slash warning and a PyTorch bfloat16 precision warning are unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Different training/optimizer-state bug versus GPT2 attention scaling regression." + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to GPT2 attention-scaling behavior." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "Different models and failures: xLSTM training blockers vs BeitImageProcessorFast label reduction bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "One is chat-completions request handling, the other is processor batching with padding=False; different layers and fixes." + "reason": "Both touch request/chat handling, but one is server-side `/v1/chat/completions` acceptance and the other is processor batching with `padding=False`; not the same defect." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Import error for layer_type_validation is unrelated to local_files_only network requests." + "reason": "An import regression for `layer_type_validation` is not the same as unwanted network requests when `local_files_only=True`." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different models and bugs: CLIP output fields vs GPT2 attention scaling." + "reason": "CLIP attentions output regression and GPT2 attention-scaling under SDPA/FlashAttention are different bugs." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Related family names, but one is a v5 Qwen3-VL-Moe loading bug and the other is FP8 inference support." + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a v5 loading bug and the other is fp8 inference support; different changes." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized-model save failure and the other is Pipeline save_pretrained support." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 regression where optional forward outputs are no longer populated; attentions and hidden_states are two symptoms of one bug." + "reason": "Both are save-related, but quantized model saving and `Pipeline.save_pretrained` failure are distinct code paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch is unrelated to GLM-5 RoPE implementation discussion." + "reason": "Both mention RoPE, but Smollm3 layer-dropping and GLM-5 RoPE implementation are not the same bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Qwen3VL MoE loading breakage is not the same as a generic sorted-state_dict load error." + "reason": "Both are CLIP regressions, but one drops attentions and the other loses hidden states; separate output-field bugs." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Trainer import resolution." + "reason": "Both are model-loading issues, but Qwen3VL-Moe breakage and sorted-state-dict loading failure are different root causes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import targets and root causes: GenerationMixin vs is_offline_mode." + "reason": "Both are import errors, but for different modules and symbols; no shared underlying fix is evident." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and `Trainer` import failure due to `datasets` are unrelated." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled Python file errors are not the same as auto_docstring import-time stderr output." + "reason": "Compiled-file execution errors and import-time docstring lint output are different runtime problems." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig validation." + "reason": "FlashAttention 2 support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request validation and SAM3 memory overflow are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize behavior and bidirectional-attention masking are different bugs." + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention-mask construction; different bugs." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3 vocab_size missing and SAM3 vision output missing fpn_position_embeddings are unrelated model-specific issues." - }, - { - "left": "issue:44483", - "right": "issue:46369", - "accept": false, - "reason": "Chat-completions request rejection is unrelated to sam3-litetext memory overflow." + "reason": "Gemma3 config missing `vocab_size` and SAM3 vision output missing `fpn_position_embeddings` are different model-specific attribute bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base_model_prefix loading regression is different from Pipeline save_pretrained support." + "reason": "Generic loading failure from `base_model_prefix` is unrelated to saving `Pipeline` objects." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Both involve persistence, but Pipeline save_pretrained and sinq quantized model round-trip failures are different bugs." + "reason": "Pipeline serialization failure and sinq quantized model round-trip breakage are distinct save/load paths." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Python-version compatibility failures are different across the reported versions and platforms." + "reason": "Sorted state-dict loading failure and Qwen3.5 checkpoint corruption after `save_pretrained` are different symptoms and likely different fixes." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "A sorted state_dict load error is not the same as Qwen3.5 saving producing an incorrect checkpoint." + "reason": "These are both Python-version compatibility complaints, but they target different releases and failure modes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config missing vocab_size is unrelated to patchtsmixer post_init validation." + "reason": "Gemma3 config attribute error and `patchtsmixer` optional `post_init` restriction are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are different model bugs." + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to Gemma4 bidirectional-attention mask construction." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4/LlamaConfig-related, but one is attention-mask logic and the other is head_dim validation." + "reason": "Gemma4 attention-mask bug and LlamaConfig `head_dim` validation are different configuration issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint-save regression are unrelated." + "reason": "CLIP output field regression is unrelated to Qwen3.5 saved-checkpoint corruption." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs do not match VideoPrism hidden_states misassignment." + "reason": "xLSTM training bugs and VideoPrism output-field mixup are unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different config attributes on different models: Gemma3 vocab_size vs Llama4 pad_token_id." + "reason": "Gemma3 missing `vocab_size` and Llama4 missing `pad_token_id` are separate config-attribute regressions." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 vocab_size and Qwen3.5 num_labels propagation are distinct configuration bugs." + "reason": "Both are config propagation issues, but they affect different models and different fields." } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only clear mergeable cluster in the evidence is the CLIP regression pair (43618/43761), and the other soft-edge rejections are appropriately cautious given the titles/body-level evidence. No PR-mergeability issue applies here because this is an issue-only set." + ] }, - "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 }, @@ -17315,7 +17280,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28282", "issue:29870", @@ -17368,8 +17333,8 @@ "soft_pairs": [ "issue:29870|issue:36296", "issue:43992|issue:45310", - "issue:43010|issue:45278", "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:29870|issue:33453", @@ -17397,20 +17362,20 @@ "issue:44734|issue:46617", "issue:43723|issue:44556" ], - "prepared_review_unit_hash": "e7e7e04541e91ea760b2b806d404d70adfa69cd3743a3702b18998c6f0f65783", + "prepared_review_unit_hash": "44c6c6a6f4498a4d1bb3bc4d5ef3e68cc80994c293aca42acc924f1d08b35750", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35758, + "serialized_chars": 35757, "estimated_input_tokens": 8940, "estimated_eval_tokens": 18136 }, @@ -17419,192 +17384,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct regressions or feature bugs in different model paths, and none of the soft pairs look like true duplicates. If one issue must serve as the umbrella, the broadest report is the v5 upgrade regression issue.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set (general import/regression breakage after upgrading from 4.57.0 to 5.5.0), so it is the least-specific anchor for this otherwise mixed cluster.", + "summary": "The items are broadly heterogeneous, and every soft pair looks like a false positive rather than a true duplicate or mergeable PR overlap.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical for the whole set; if one must be chosen, issue 45278 is the broadest umbrella report (upgrade-related import breakage) and the least specific representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it is the most general regression report and could plausibly subsume adjacent upgrade-breakage complaints, though the cluster is not truly duplicate-heavy.", + "best_issue_reason": "Issue 45278 is the best representative only because it is the most general, umbrella-style regression report among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() UnboundLocalError vs tensor-parallel training bug; different code paths and failure modes." + "reason": "Bart generate() mask bug and tensor-parallel training bug are different code paths and failure modes." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed token weight vs Qwen3.5 MoE from_pretrained error; different models and different loading issues." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained loading failure." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "no_grad decoration for cache update is unrelated to broad v5 import errors." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "optimizer/FSDP state mismatch is unrelated to a cache-strategy typo." + "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored is an optimizer bug, not an import failure caused by datasets." + "reason": "Unused SGD args and import failure caused by datasets are not the same underlying bug." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "scheduler kwargs bug vs Qwen3.5 variable-length position_ids bug; unrelated subsystems." + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart decoder_attention_mask error is not the same as tokenizer loading regression." + "reason": "Bart decoder mask bug is not the same as a tokenizer-loading regression." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are different issues." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "generic compiled-file import errors and a specific DebertaV2/Python 3.13 JIT parsing error do not match." + "reason": "Compiled-file import errors and a DebertaV2Model TorchScript parsing issue are distinct." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "sorted state_dict load error is unrelated to Gemma pipeline roundtrip on \u2581." + "reason": "State-dict ordering load errors and Gemma pipeline roundtrip failures are unrelated." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size and trainer/FSDP2 optimizer-state corruption are unrelated." + "reason": "Missing vocab_size on Gemma3Config and FSDP2 optimizer-state bugs are different problems." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "state_dict loading failure vs missing Qwen3.5 vision config field; different root causes." + "reason": "State-dict loading order issues do not match a missing Qwen3_5MoeVisionConfig field." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "missing set_seed in SAM HQ tests vs xdist race in captured_info.txt; both test-related but not the same bug." + "reason": "Seed-related flaky model tests and pytest-xdist file races are different test failures." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "cache update no_grad bug is not the same as a broad 'too many models' regression complaint." + "reason": "Cache update decoration and generic post-5.0 model breakage are not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "import-* performance cleanup and intermittent import slowness are related only at a very high level, not the same concrete change." + "reason": "Removing import * for startup cost and intermittent slow import reports are not one concrete fix." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "tensor-parallel training bug vs tp loading OOM for Qwen2-57B; different symptoms and likely causes." + "reason": "Tensor-parallel training bug and OOM when loading a huge model are different issues." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "cache no_grad issue and Python-version compatibility failure are unrelated." + "reason": "Cache no_grad decoration is unrelated to Python version compatibility failure." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and PatchTSMixer post_init allowance are different model bugs." + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated model changes." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "different models and different from_pretrained failures; not the same load bug." + "reason": "UMT5Encoder weight-loading and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "sorted state_dict loading and incorrect visual encoder keys on save_pretrained are distinct directions of failure." + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are different directions and different causes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "missing PyTorch import error is unrelated to tokenizer loading regression." + "reason": "Missing PyTorch dependency import error is not a tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate CLIP regressions." + "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate API issues." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepSeekV3MoE divergence from remote implementation." + "reason": "DSA indexer ReLU discussion and DeepSeekV3MoE implementation divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "test seed flakiness is unrelated to Phi-4 multimodal model load failure." + "reason": "Seed-based flaky tests and Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "SAM HQ test seeding issue and GraniteSpeech stale device override CI failure are different flaky-test bugs." + "reason": "A seed flake and a GraniteSpeech CI stale-device-override failure are different test problems." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "missing set_seed in tests is unrelated to stale auto_mappings references breaking CI." + "reason": "Seed stability and broken auto_mappings references are not the same issue." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "tokenization cleanup behavior change is unrelated to SmolVLM num_frames semantics." + "reason": "Tokenization_spaces behavior and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "offline-loading network leak and AddedToken keyword collision are separate tokenizer/model APIs." + "reason": "local_files_only still making API requests and AddedToken special-arg duplication are different tokenizer/load bugs." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation tensor indexing bug is not the same as trust_remote_code cache file lookup failure." + "reason": "KV-cache continuation indexing and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "tokenizer loading regression and checkpoint reload regression both involve loading, but the concrete failures and code paths differ." + "reason": "AutoTokenizer loading regression and checkpoint reload failure after upgrade are different concrete problems." } ] }, @@ -17626,7 +17591,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:29870", "issue:30333", @@ -17682,13 +17647,13 @@ "issue:43824|issue:46617", "issue:43502|issue:44485", "issue:43874|issue:46617", - "issue:43010|issue:43065", "issue:43576|issue:46132", + "issue:43010|issue:43065", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:44355|issue:44749", - "issue:45125|issue:45375", "issue:42548|issue:44351", + "issue:45125|issue:45375", "issue:46664|issue:46726", "issue:43010|issue:43232", "issue:43502|issue:44961", @@ -17718,274 +17683,274 @@ "issue:41628|issue:42548", "issue:44485|issue:46664" ], - "prepared_review_unit_hash": "ba2b78aab99589fe14b8b39e107ebea8390d004e7904ed7b61dfe6d6df6edb39", + "prepared_review_unit_hash": "a1ed0e0743a2cba3feff26c64d5f7871b9749f4cc3ab76dfb3c4f622388381d9", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 38592, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "serialized_chars": 38593, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: most items are unrelated closed issues across loading/imports, docs, quantization, CLI, and model-specific bugs. I do not see a safe duplicate canonical, and all soft-edge pairs should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a reliable canonical here; the items span distinct bugs and feature requests rather than one underlying problem.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues (imports, loading, docs, quantization, multimodal, training, generation). The soft pairs look like superficial title matches only, not the same underlying bug or change, so none should be deduplicated or merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single true duplicate stands out in this cluster; if a representative anchor is needed, issue:43824 is the strongest candidate because it describes a concrete, user-facing import regression with clearer scope than the mostly generic 'loading/import/error' reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a duplicate representative because the cluster does not converge on one shared failure mode.", + "best_issue_reason": "issue:43824 is the best global issue anchor: it is specific, reproducible, and has stronger discussion/reference signal than the other items, while still representing a clear Transformers regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different problems: FP8 save_pretrained behavior vs Qwen3.5 MoE tensor-parallel plan missing." + "reason": "Different problems: FP8 save_pretrained vs missing tensor-parallel plan for Qwen3.5 MoE." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "One is int4 quantization OOM; the other is checkpoint reload failure after version upgrade." + "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after version upgrade." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "ImportError for a missing model class vs FileNotFoundError when loading trust_remote_code cache." + "reason": "Both are import/cache related at a high level, but one is a missing model symbol and the other is a FileNotFoundError while loading trust_remote_code from cache." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local-files-only network leakage vs GLM-5 RoPE implementation bug; unrelated code paths." + "reason": "One is unintended network access with local_files_only; the other is a GLM-5 RoPE implementation issue." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-patch count method vs cache file loading error; not the same bug." + "reason": "GLM46V token counting bug vs trust_remote_code cache FileNotFoundError are unrelated." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "no_grad decoration on cache updates vs dummy Conv2d in Sam3PixelDecoder; different fixes." + "reason": "Broken env command vs attention registration behavior change; different surfaces and code paths." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Broken v5 env CLI vs attention interface register behavior; different subsystems." + "reason": "Cache update no_grad decoration vs dummy Conv2d in Sam3PixelDecoder are unrelated model internals." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan and the other is a generic from_pretrained regression; too broad to merge as one bug." + "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same concrete bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated symptoms." + "reason": "MLFlow job status reporting vs tokenizer loading regression are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python loading errors vs data filtering slowdown after upgrade; different failure modes." + "reason": "Compiled Python file errors vs slower filtering after upgrade are different issues." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Tensor-parallel plan issue vs missing deepstack_visual_indexes config field; unrelated." + "reason": "PreTrainedModel import failure and HybridCache import failure are separate missing-export problems." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Different missing exports: PreTrainedModel vs HybridCache." + "reason": "Tensor-parallel plan missing vs config field dropped by strict validation are different bugs." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video num_frames semantics vs AutoProcessor backend-missing error; different code paths." + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing messaging are unrelated multimodal issues." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad bug vs generation kwargs update after sync_gpus; not the same issue." + "reason": "Cache no_grad decoration and generation kwargs sync after sync_gpus are distinct generation/runtime bugs." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network calls despite local_files_only vs unrelated placeholder issue." + "reason": "Local-files-only network leak vs unrelated placeholder issue 'racoon'." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs docs confusion about input_ids/past_key_values." + "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward are different kinds of issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only leakage vs FP8 save_pretrained bug; unrelated." + "reason": "Network request despite local_files_only is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline after v5 removals vs unrelated placeholder issue." + "reason": "Docs referencing pipeline() after removals vs unrelated placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job reporting vs tensor parallel training bug; different domains." + "reason": "MLFlow reporting bug and tensor parallel training bug are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage vs general checkpoint reload regression after upgrading to v5." + "reason": "Qwen3VL MoE loading break in dev0 vs v4.57 checkpoint reload failure after upgrade are not the same code-path." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "Bart generate UnboundLocalError vs documentation confusion; not duplicates." + "reason": "BART generation UnboundLocalError vs documentation confusion are unrelated generation/docs issues." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file loading errors vs PretrainedConfig type-checking regression." + "reason": "Compiled file loading errors vs PreTrainedConfig type checking regression are different failures." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage; different issues." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break may both be loading-related, but they affect different models and likely different root causes." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub export vs broken transformers env command; unrelated." + "reason": "Offline-mode import error from huggingface_hub vs broken env command are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage vs PretrainedConfig typing regression; different concrete bugs." + "reason": "Broken env command vs config type checking regression are different areas and bugs." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel not applied in model_init vs DSA indexer missing ReLU; unrelated." + "reason": "Liger Kernel not applied with model_init vs DSA indexer ReLU discussion are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion vs import failure for layer_type_validation; not the same bug." + "reason": "Documentation confusion in forward signature vs missing layer_type_validation import are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command vs Qwen2.5-VL import error; different failures." + "reason": "Broken env command and missing Qwen2_5_VL import are both v5-facing but distinct features and failure modes." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated placeholder issue vs Gemma-4 audio positional encoding bug." + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + "reason": "GLM-5 RoPE implementation issue vs placeholder issue are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import error vs trust_remote_code cache FileNotFoundError; different causes." + "reason": "Missing HybridCache export vs cache FileNotFoundError are both import/load related but not the same defect." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs ignored vs unrelated placeholder issue." + "reason": "inverse_sqrt scheduler kwargs bug vs placeholder issue are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command vs Python 3.14 load failure; different problems." + "reason": "Broken env command vs Python 3.14 loading failure are different concerns." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs docs mentioning return_all_scores; not duplicates." + "reason": "Tensor parallel training bug vs TextClassificationPipeline docs mismatch are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Closely related RoFormer issues, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." + "reason": "Missing kwargs passthrough in RoFormer methods vs RoFormer attention interface usage are related only by model family, not the same bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "Sam3VisionEncoderOutput missing attribute vs trust_remote_code cache loading error; unrelated." + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; different change types." + "reason": "FP8 save_pretrained bug vs FP8 inference support request are distinct train/save vs infer concerns." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Model_init kernel application bug vs FP8 inference on B200; unrelated." + "reason": "Liger Kernel application bug vs FP8 inference failure on B200 are different runtime issues." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; different missing symbols." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-export problems." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation vs SmolVLM num_frames semantics; unrelated." + "reason": "GLM-5 RoPE implementation bug vs SmolVLM num_frames inconsistency are unrelated multimodal/model issues." } ] }, @@ -18007,7 +17972,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:31795", "issue:33453", @@ -18016,7 +17981,6 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -18048,6 +18012,7 @@ "issue:45278", "issue:45341", "issue:45362", + "issue:45468", "issue:45478", "issue:45542", "issue:45753", @@ -18055,7 +18020,6 @@ "issue:46095", "issue:46218", "issue:46328", - "issue:46655", "issue:46664" ], "soft_pairs": [ @@ -18075,12 +18039,12 @@ "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", - "issue:42371|issue:44492", "issue:44230|issue:46095", + "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:43408|issue:44315", - "issue:44246|issue:44273", "issue:42890|issue:44908", + "issue:44246|issue:44273", "issue:43576|issue:44908", "issue:43352|issue:44393", "issue:43976|issue:44393", @@ -18098,270 +18062,276 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:43519|issue:46655" + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "1da912cb9e0acf9c5a5bf07bd8c007f47802fe379ae16bb71727a0574c12e349", + "prepared_review_unit_hash": "3d51e16613e1609e6384135cdaa427b04480cef22720c06d77cf4ac4a6cce252", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 40, - "serialized_chars": 39102, - "estimated_input_tokens": 9776, - "estimated_eval_tokens": 19808 + "serialized_chars": 38523, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of Transformers v5 regression reports, import/lazy-loading issues, and unrelated model-specific bugs. The soft links are generally theme-level similarities rather than true duplicates, so I would not merge any of the candidate pairs.", - "confidence": 0.42, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set and best matches the dominant theme of \"v5 breaks things\" complaints, even though it is very generic.", + "summary": "This cluster is mostly a loose topical grouping of distinct Transformers v5 regressions, model-specific failures, and import/loading issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change; a borderline checkpoint-compatibility pair still looks too different to merge.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must anchor the cluster, 45850 is the broadest umbrella report of v5 breakage. It is still too vague to be a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the closest single representative for the cluster because it captures the overarching Transformers v5 regression narrative better than the more narrowly scoped reports.", + "best_issue_reason": "45850 best matches the cluster theme at a high level because it summarizes widespread v5 regressions, but it is not precise enough for strict deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Both mention cache concepts, but one is a generation-cache bug in chunked prefill and the other is a typo in cache strategy wording; different issues." + "reason": "Both mention cache-related areas, but one is a generation/chunked-prefill cache bug and the other is a cache-strategy typo; different bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific Qwen3.5 chat crash vs. a broad complaint about v5 breaking many models; not the same concrete defect." + "reason": "One is a Qwen3.5 chat crash; the other is a broad complaint that many models break in v5. Not the same concrete failure." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior vs. a TensorBoard/TF backend error; unrelated code paths." + "reason": "Lazy loading and TensorFlow backend installation are unrelated failure modes." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A specific missing-files save_pretrained bug and a generic placeholder bug report are not enough to establish the same issue." + "reason": "A specific processor save_pretrained file bug vs a generic bug report title with no evidence of the same code path." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "Different subsystems and symptoms: DSA indexer/ReLU discussion vs. SmolVLM video padding semantics." + "reason": "DSA/ReLU discussion and SmolVLM video num_frames semantics are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3-related, but one is fp8 inference support and the other is missing tensor-parallel planning; different fixes." + "reason": "Same model family, but one is a general bug and the other is a missing tensor-parallel plan; different concrete problems." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level, but not the same bug or patch." + "reason": "Both touch loading/import internals, but one is lazy loading behavior and the other is unsafe sys.modules access; not the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output errors and PretrainedConfig type-checking regressions are unrelated." + "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression are different paths." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but one is a 2D box hallucination/error and the other is an infinite loop on a specific image; different underlying problems." + "reason": "Both are Qwen3-VL-related, but one is bbox output hallucination and the other is an infinite-loop issue on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 breakage reports, but one is the transformers env command and the other is checkpoint reload compatibility; not the same bug." + "reason": "Both are v5 regressions, but one is the transformers env command and the other is checkpoint reload compatibility." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* cleanup/performance and missing generation cache are unrelated issues." + "reason": "Import-star performance issue vs missing GenerationMixin cache during chunked prefill; different symptoms and fixes." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad v5 breakage complaint." + "reason": "A specific Llama4 config AttributeError vs a broad report that many models break in v5." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both involve loading older checkpoints under v5, but one is remote-code/meta-init incompatibility and the other is a broader reload regression; not clearly the same fix." + "reason": "Both concern loading older checkpoints under v5, but one is a generic reload failure and the other is a remote-code/meta-initialization incompatibility; too different to treat as the same bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a specific config attribute bug, not the same issue as general v5 breakage." + "reason": "StableLmConfig pad_token_id regression vs a broad v5 breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo and a broad version-breakage report are not the same defect." + "reason": "A cache-strategy typo is not the same as a generic v5 regression cluster." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both are broad regression reports after upgrading to v5, but they describe different problem classes; too vague to merge as duplicates." + "reason": "General import errors after upgrade are broader than the vague v5 breakage complaint, but not the same concrete issue." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion-script question." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE and a DeepSeek weight-conversion question are different topics." + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import performance regression vs. a specific import failure for Qwen3_5ForCausalLM; not the same issue." + "reason": "Import-star slowdown and inability to import a specific module are not the same underlying bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning on instantiation and Liger Kernel not being applied with model_init are different code paths." + "reason": "Model-type mismatch warning vs Liger Kernel not applied with model_init; different code paths." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Both touch import/lazy-loading behavior, but one is intermittent import slowness and the other is a broken lazy-loading mechanism; insufficient evidence they are the same bug." + "reason": "Test flakiness from missing seeds vs scheduler kwargs being ignored." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Import-time performance complaint vs functional lazy-loading bug; related theme, different bug." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "The env CLI regression and scheduler kwargs being ignored are unrelated." + "reason": "transformers env command regression vs inverse_sqrt scheduler kwargs handling; unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support for Nemotron vs. Qwen3-VL bounding-box hallucination are unrelated." + "reason": "Unsupported Flash Attention 2.0 for Nemotron vs Qwen3-VL bbox output issue." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and a Qwen3-VL output bug are unrelated." + "reason": "Python version compatibility regression vs model hallucination/output bug; not the same." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different bugs." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; different areas." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access error and a generic bug report do not identify the same defect." + "reason": "Position_ids buffer access bug vs generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same issue." + "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs passthrough and scheduler kwargs handling are unrelated despite both mentioning kwargs." + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; both involve kwargs, but not the same bug." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Both are utility/performance-adjacent, but cache strategy typos and SequenceFeatureExtractor padding inefficiency are different problems." + "reason": "Cache typo vs SequenceFeatureExtractor.pad conversion inefficiency; unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star/lazy-loading cleanup and missing HybridCache export are not the same bug." + "reason": "Import-star performance issue vs missing HybridCache import; both import-related but not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time performance and a testing_utils bug are unrelated." + "reason": "Large import slowdown vs a small testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python 3.9/3.10 compatibility issues are not the same as the broad v5 breakage complaint." + "reason": "Python 3.9+ incompatibility vs a broad claim that v5 breaks many models." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-family models, but one is a vision output bug and the other is a from_pretrained error; different fixes." + "reason": "Different Qwen3-related failures: bbox output vs from_pretrained error on Qwen3.5 Moe." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support bug vs missing Qwen3_5ForCausalLM import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and a tied-weights key AttributeError are different model-internals issues." + "reason": "PatchTSMixer post_init policy issue vs tied-weight-key AttributeError; different implementations." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around model.forward arguments and tokenizer-loading regression are unrelated." + "reason": "Documentation confusion about forward inputs vs tokenizer loading regression." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and broken lazy loading are different issues, even if both appear in v5 regressions." + "reason": "transformers env command breakage vs lazy loading malfunction; same general area, different issue." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not being applied with model_init and flash_attention_3 training degeneration are distinct code paths." + "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; different model behavior." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Both are processor bugs, but Qwen3VL timestamp math and SmolVLM video padding calculation are different underlying defects." + "reason": "DSA indexer discussion vs Gemma-4 audio positional encoding bug; unrelated." } ] }, @@ -18383,7 +18353,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:28348", "issue:29870", @@ -18412,7 +18382,6 @@ "issue:44263", "issue:44273", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", @@ -18432,16 +18401,17 @@ "issue:46144", "issue:46172", "issue:46218", + "issue:46655", "issue:46894" ], "soft_pairs": [ - "issue:44360|issue:45468", + "issue:43519|issue:46655", "issue:44273|issue:44908", "issue:44655|issue:44861", "issue:43576|issue:46218", "issue:45230|issue:45310", - "issue:45468|issue:46894", "issue:43519|issue:44485", + "issue:45468|issue:46894", "issue:43519|issue:44908", "issue:41669|issue:43704", "issue:31795|issue:34689", @@ -18479,302 +18449,299 @@ "issue:43298|issue:44230", "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "d8adf8984b93519f64275015aaa057ecf83300eb45007ee10628e137aa0e14b6", + "prepared_review_unit_hash": "57a8eee018a7e02ea1606ca940304f695b285e4c019848e39bd761718b6ca69f", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 43, - "serialized_chars": 39627, - "estimated_input_tokens": 9907, - "estimated_eval_tokens": 20070 + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false-positive similarity matches. The only plausible duplicate pair is the tokenizer v5 regression pair (42913/43066); the rest describe unrelated bugs, model-specific failures, or generic/version-wide complaints that do not share a concrete code path.", - "confidence": 0.68, - "canonical_issue_reason": "issue:42913 is the broader umbrella for a tokenizer v5 regression, and issue:43066 appears to be a narrower symptom of the same wrong-decoder-type change.", + "summary": "This set is mostly a loose collection of unrelated Transformers bug reports and regressions, with only weak text similarity between many pairs. No soft edge looks safe to merge as a duplicate/change-equivalent match.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a cluster representative for the many v5-regression/loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42913 is the best representative issue because it is the most general description of the shared tokenizer-v5 problem in the only credible duplicate pair.", + "best_issue_reason": "issue:45850 is the best overall issue representative here because it is general enough to absorb nearby regression reports, even though it is too vague for precise triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Different subsystems and failure modes: DSA indexer/ReLU vs Gemma audio positional encoding." + "reason": "Different bugs in different processors: Qwen3VL timestamp calculation vs SmolVLM video padding. Similar wording, but not the same code-path problem." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading behavior is unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are unrelated subsystems." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "save_pretrained/pipeline serialization is unrelated to _get_tied_weight_keys crashing on list input." + "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError are distinct save-path issues." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are different surfaces and not the same concrete bug." + "reason": "Broken `transformers env` command and Qwen3_5 import failure are different failures, not one concrete bug." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "The first issue is too vague to establish the same underlying failure as the Qwen3.5 from_pretrained error." + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; too little evidence of the same underlying defect." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift are unrelated model bugs." + "reason": "Timestamp math in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Incorrect timestamp calculation and GLM-5 RoPE implementation are different code paths." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + "reason": "Qwen3VL processor timestamp bug and scheduler kwargs handling are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Removing import * usage is a codebase cleanup/perf issue, not the same as a VRAM leak." + "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about inputs/past_key_values is not the same as a Llama 3.2 model loading regression." + "reason": "Documentation confusion about inputs/past_key_values is not the same as Llama 3.2 Vision model-loading breakage." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a comb.to(...).transpose(...) bug are different concrete problems." + "reason": "DeepSeek-V4 gating behavior and a DeepSeek-v4 tensor/dtype transpose issue are different concrete bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to GLM-5 RoPE implementation." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation and Gemma audio positional encoding are both math-related but not the same bug." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak issue." + "reason": "TF32 API migration guidance is unrelated to a model VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and timestamp calculation are unrelated behaviors." + "reason": "Accidental network calls with `local_files_only=True` and Qwen3VL timestamp calculation are different bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad complaint that v5 breaks many models is not the same concrete bug as the Qwen3_5 import failure." + "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3_5 import/module failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and processor.save_pretrained missing files are different issues." + "reason": "Processor timestamp calculation and missing processor save files are different parts of the API." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in a GLM indexer are unrelated to Gemma audio positional encoding." + "reason": "Torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in suno/bark-small is unrelated to Gemma audio positional encoding." + "reason": "CPU offload device mismatch for suno/bark-small is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and DeepSeek-V4 weight conversion are different requests." + "reason": "Continuous batching support for audio models is not the same as a DeepSeek-V4 weight-conversion question." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are unrelated." + "reason": "Qwen3VL timestamp calculation and Qwen3ForCausalLM VRAM leakage are distinct issues." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct missing-symbol problems." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are both import errors, but for different symbols and likely different fixes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support request and module import failure are different bugs." + "reason": "Nemotron Flash Attention 2.0 support and Qwen3_5 import failure are unrelated." }, { "left": "issue:42913", "right": "issue:43066", - "accept": true, - "reason": "Both report tokenizer v5 regressions; 43066 looks like a specific wrong-decoder-type manifestation of the broader behavior difference in 42913." + "accept": false, + "reason": "Both are tokenizer-related, but one is a broad v4-v5 behavior difference while the other is a specific wrong decoder type in v5; not enough to treat as the same bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 Flash Attention 2.0 support request and a generic bug report are not the same issue." + "reason": "GPT2 Flash Attention 2.0 support and a generic Flash Attention 2.0 request are too broad to call the same underlying change." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the generic non-technical complaint." + "reason": "Scheduler kwargs bug and a spammy 'Unemployment' issue are clearly unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and generic complaint are unrelated." + "reason": "Cache strategy typo and unrelated spam title are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the generic complaint." + "reason": "CLIPOutput attentions assignment bug and unrelated spam title are not duplicates." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "Generic complaint and broad version-wide breakage are both vague but not the same concrete bug." + "reason": "Spam/non-technical issue versus a broad v5 regression report." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the generic complaint." + "reason": "Python 3.14 import/load failure and unrelated spam title are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "_tied_weight_keys AttributeError and chat-template tool-call crash are different code paths." + "reason": "Tied-weight key handling crash and assistant tool-call chat template crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to the layer_type_validation import error." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update is unrelated to tied-weight key handling." + "reason": "Missing pad_token_idx after v5 update is not the same as tied-weight key list handling." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config missing pad_token_id is unrelated to tied-weight key handling." + "reason": "Llama4Config missing pad_token_id and tied-weight key processing are different bugs." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and concrete fixes." + "reason": "Both mention Flash Attention 2.0, but GPT2 support and Nemotron support are different model-specific feature requests." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and missing processor save files are unrelated." + "reason": "FP8 support request and missing processor save files are unrelated." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Bart generate decoder_attention_mask bug is unrelated to slow checkpoint loading." + "reason": "BART generate decoder_attention_mask bug and slow checkpoint loading are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training and slow from_pretrained loading are unrelated." + "reason": "MLFlow reporting on failed jobs is unrelated to checkpoint loading performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained performance and tensor-parallel training bug are unrelated." + "reason": "Slow from_pretrained loading and tensor-parallel training bug are different issues." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowdown is unrelated to forward-input documentation confusion." + "reason": "Checkpoint loading slowness and forward API documentation confusion are not the same underlying bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 from_pretrained error are different issues." + "reason": "FP8 inference support request and from_pretrained error in Qwen3.5 MoE are different scope and code-paths." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching and FP8 inference support are unrelated." + "reason": "Audio continuous batching support and FP8 inference support are different feature requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface are different implementation issues." + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The tokenizer-v5 pair (42913/43066) is the only clearly related match among the listed soft pairs, and the other verdicts are phrased as non-dup/non-same-bug judgments without overstating 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 }, @@ -18789,7 +18756,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-498", + "cluster_id": "cluster-10000-499", "nodes": [ "issue:37934", "issue:42936", @@ -18813,20 +18780,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "08d048e7170306b9bb85cfa7e71d6ae4f685e46b08b847fc68ac647cd8fe9ddd", + "prepared_review_unit_hash": "38d796a90f082d97e3144e82978d6735eefe9d194a55e55c30a3e889d4848470", "component_budget": { - "node_count": 498, - "item_count": 498, + "node_count": 499, + "item_count": 499, "soft_pair_count": 1834, - "serialized_chars": 950943, - "estimated_input_tokens": 237736, - "estimated_eval_tokens": 475728 + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 11, - "serialized_chars": 7776, + "serialized_chars": 7774, "estimated_input_tokens": 1944, "estimated_eval_tokens": 4144 }, @@ -18835,78 +18802,78 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are not duplicates of one another; they span unrelated model bugs, config typing, tokenizer warnings, and architecture-specific behavior changes. The soft similarities are mostly generic wording overlap, not shared code-path defects.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #43240 is the broadest and most generally framed report, with multiple inbound references; if a representative must be chosen, it is the least specific of the set.", + "summary": "The issues in this cluster are heterogeneous and do not describe the same underlying bug or change. They span unrelated model-specific bugs, a config type hint typo, a tokenizer warning regression, and an attention-interface implementation concern. No soft duplicate pairs should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43240 is the most broadly phrased concrete bug report in the set, but the cluster is still too diverse for a true duplicate canonical. It is only a weak representative, not a real duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43240 best fits as the cluster representative because it describes a generic framework behavior bug rather than a model-specific typo or isolated implementation detail.", + "best_issue_reason": "Issue 43240 is the best overall representative because it describes a clear runtime behavior bug rather than a typo or type-hint issue, but it still does not match the other issues closely enough to serve as a true cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + "reason": "Different model bugs: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating. Same broad theme of model implementation, but not the same code path or fix." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A wrong type hint in ModernBERTConfig and a tokenizer regex warning after 4.57.3 are different subsystems and failure modes." + "reason": "A type-hint error in ModernBERTConfig is unrelated to tokenizer regex warning behavior after 4.57.3." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "One is about a Mask2Former loss parameter not being used; the other is a generic kwargs plumbing bug in loss calculation. Similar theme, but not the same defect." + "reason": "Both are runtime bugs, but they affect different models and different mechanisms: ignore_value usage vs loss kwargs forwarding." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding and RoFormer attention-interface usage concern different execution paths and code areas." + "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are separate implementation problems in different subsystems." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value usage and tokenizer regex warnings are unrelated." + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and different bugs; no shared concrete code-path problem." + "reason": "Different model-specific bugs with no shared concrete code path." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unused ignore_value in a model config is not the same as a typo in a quantization operation name." + "reason": "Mask2former ignore_value bug and a typo in quantization_operation are not the same issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation and an incorrect type hint are not the same underlying issue." + "reason": "Forwarding kwargs to loss calculation is unrelated to a config type-hint correction." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Both are small correctness issues, but one is a type-hint error and the other is a string/attribute typo; no shared bug." + "reason": "Both are small correctness issues, but one is a type hint and the other is a typo in a symbol name; not the same bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMSNorm behavior in Llama4TextL2Norm is a semantic implementation question, not the same as a ModernBERTConfig type-hint mistake." + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERTConfig type-hint issue." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss-parameter usage and ModernBERTConfig typing are unrelated." + "reason": "Mask2former ignore_value behavior and ModernBERTConfig norm_eps typing are unrelated." } ] }, @@ -18939,12 +18906,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "1f861dd6fe28a5cfe085a41888627c706fd183807f1503f5af0278f8cc4bd5cb", + "prepared_review_unit_hash": "11079ae88218d30cbd0afa145f9501533f63d3bd60594738586d7ee854c7b9dd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -18952,7 +18919,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -18961,30 +18928,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are unrelated feature requests: token truncation behavior, a learning-rate scheduler feature, and Wav2Vec2 word boundary offsets. No duplicate cluster is supported by the evidence.", + "summary": "These are not duplicates: one request is about truncation direction in tokenization, one is about ReduceLROnPlateau-style scheduler behavior, and one is about extracting word time offsets from Wav2Vec2. They touch different features and code paths.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: the three issues describe unrelated feature requests in different subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it is not a duplicate of the other issues; they concern different subsystems and problems.", + "best_issue_reason": "None of the issues is a better representative of the others because they are not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Truncation strategy in tokenization is unrelated to extracting word start/end offsets from Wav2Vec2." + "reason": "Different domains and requests: token truncation option vs Wav2Vec2 word boundary timing." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Token truncation options and ReduceLROnPlateau-like scheduler functionality are different feature requests with no shared code path." + "reason": "Unrelated feature requests: truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A learning-rate scheduler enhancement is unrelated to Wav2Vec2 word offset extraction." + "reason": "Different concrete problems in separate areas: scheduler behavior vs audio/word offset extraction." } ] }, @@ -19016,7 +18983,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "ca91ebcd96054eb0da0f797665b4bc331ae553f0eef99b4842afec106aecedb0", + "prepared_review_unit_hash": "9215ab9e898929a57484fde0c0cba0692f299ea01d8a374d62f1625c8382d365", "component_budget": { "node_count": 3, "item_count": 3, @@ -19038,24 +19005,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issue 16618 is the best canonical representative for the cluster because it is the broad, user-facing model loading failure; the other two are either unrelated (tokenization) or a narrower auth/error-message case. Neither soft pair is strong enough to treat as the same underlying bug.", - "confidence": 0.66, - "canonical_issue_reason": "#16618 is the most general and directly about failing to load a model, which fits the apparent cluster theme better than #15980 (specific private-model login/error-message issue) and far better than #13244 (tokenization mismatch).", + "summary": "These issues are not duplicates. #13244 is about Tapas tokenization parity with TensorFlow code, #15980 is about an incorrect error message when unauthenticated users try to download a private model, and #16618 is a general model-loading failure for bert-base-uncased. The only loose overlap is that #15980 and #16618 both touch model download/loading UX, but they describe different failures.", + "confidence": 0.93, + "canonical_issue_reason": "#16618 is the broadest and most central of the three, but it still represents a distinct problem rather than the same bug as the others. #13244 and #15980 are clearly separate topics.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best global issue candidate because it names the core symptom at the model-loading boundary and is broad enough to cover the likely shared user-visible failure mode, whereas the others are too specific or unrelated.", + "best_issue_reason": "#16618 is the best representative of the cluster only in the sense that it is the most general model-loading report; however, it should not be treated as a duplicate of the other two issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: Tapas tokenization parity vs model loading failure. No indication they share the same code path or bug." + "reason": "Different underlying bug areas: tokenization parity for Tapas versus a model-loading failure for bert-base-uncased. No indication they describe the same code-path problem." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both relate to loading/downloading models, but #15980 is specifically about the private-model unauthorized/error-message case, while #16618 is a generic inability to load bert-base-uncased. Too different to merge as the same bug." + "reason": "Both concern model access/loading, but one is specifically about an unauthenticated private-model download error message while the other is a generic failure to load a public model. Related subsystem, not the same bug." } ] }, @@ -19085,7 +19052,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "66051b16ba1a2bd810a3d679a1a0ed75527538d7bb3373e2dc0ff390cff2aae2", + "prepared_review_unit_hash": "a455a85c3102059a432e863d8932909bb7ecce6ac5f42b3280253f93474f469c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19107,8 +19074,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests in different areas: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They share only a generic \u201cadd support\u201d framing, not the same underlying issue.", - "confidence": 0.98, + "summary": "These are two separate enhancement requests: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are only loosely related as community contribution topics, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19118,7 +19085,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features targeting different runtime formats and code paths; not the same bug/change and not mergeable as one issue." + "reason": "Different feature requests and likely different code paths: Flash Attention 2 support vs GGUF support. They share a broad architecture-support theme but are not the same bug/change." } ] }, @@ -19177,184 +19144,184 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "74ad215fd1a8b5c0c85fb47e3ea1ccccb430a8a8c736609dd1082a405e81382d", + "prepared_review_unit_hash": "3f6ae34f4580cfac393503352bc64eaf4e6f9fceae31994153b9e418f243294a", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13532, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13532, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of different docs-translation requests by language, so most pairs are not true duplicates. The only clear duplicate groups are the three identical generic placeholder issues and the two identical Thai-title issues.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43834 is the best representative of the true duplicate set: it is the earliest of the three exact-match generic template issues and cleanly captures that repeated request pattern.", + "summary": "This cluster is heterogeneous: several issues are distinct language-specific translation requests, while a small subset are near-identical duplicate copies of a generic translation template, plus one exact duplicate Thai pair. Only the exact/near-exact copies should be merged together.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43834 is the earliest of the generic template-style duplicates and is the cleanest representative for that duplicate subset.", "canonical_pr_reason": null, - "best_issue_reason": "Among the actual duplicates, 43834 is the most central and earliest exact match, so it is the strongest issue to keep as the canonical record.", + "best_issue_reason": "As a cluster representative, issue:43834 is the best anchor because it is an early, centrally duplicated template issue; however, the broader cluster also contains separate language-specific requests that should not be collapsed into it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language targets (Turkish vs. generic template); similar topic, but not the same underlying request." + "reason": "Different language-specific translation request vs. generic template issue; similarity is boilerplate-only." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language targets; this is not a duplicate issue." + "reason": "Different language-specific translation request vs. generic template issue; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request versus generic placeholder template; related theme, but distinct issues." + "reason": "Turkish docs translation request is distinct from the generic template issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different language requests (Turkish vs Romanian); same broad subsystem, but not the same issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different languages (Turkish vs Spanish); not the same issue." + "reason": "Different target languages and distinct translation requests; not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is distinct from the generic placeholder template issue." + "reason": "Spanish docs translation request is distinct from the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target and not an exact duplicate." + "reason": "Spanish translation request vs. generic template issue; insufficient evidence of the same underlying request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs Romanian translation request; separate issues." + "reason": "Different language requests (Spanish vs Romanian); not the same underlying issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request versus generic placeholder template; not a duplicate." + "reason": "Spanish translation request vs. generic template issue; likely separate issues." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the generic template issue." + "reason": "Romanian-specific request is not the same as the generic template duplicate set." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request versus generic template; related but not the same issue." + "reason": "Romanian-specific request is not a duplicate of the generic template issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is not the same as the generic placeholder template issue." + "reason": "Romanian translation request and the template issue are not the same underlying change." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different titles and likely different underlying requests; only broad topic overlaps." + "reason": "Different content and likely different request; similarity appears superficial." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different titles and no evidence of the same concrete issue." + "reason": "Different content and likely different request; not enough to merge." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Exact same generic placeholder title and near-identical metadata; these look like the same duplicate issue." + "reason": "Both are the same generic translation-template issue with no distinguishing details." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Exact same generic placeholder title; strong duplicate signal." + "reason": "Near-identical template issue; no evidence of separate underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic placeholder issue and Thai-text issue are not the same request." + "reason": "Different titles/content; the Thai issue is not the same as the generic template issue." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic placeholder issue and Thai-text issue are unrelated duplicates at best, not the same issue." + "reason": "Different titles/content; not the same underlying issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Exact title match and very similar metadata indicate the same underlying duplicate issue." + "reason": "These are effectively the same template issue and can be treated as duplicates." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Placeholder translation issue versus Thai-text issue; not the same bug/change." + "reason": "Different content and likely different request; no concrete duplicate evidence." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue content; same broad category only." + "reason": "Different content and likely different request; not a duplicate." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "No concrete overlap beyond both being translation-related issues." + "reason": "Different content; superficial similarity only." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different titles and no evidence they are the same underlying issue." + "reason": "Different content; superficial similarity only." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical Thai title/body pattern strongly suggests a direct duplicate." + "reason": "Exact same Thai title/body pattern; this is a straightforward duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and does not overstate the evidence. The accepted duplicate groups are limited to exact-title matches (43834/44365/44370 and 46222/46226), while the language-specific requests are conservatively treated as distinct. The canonical choice for 43834 is also supported by being the earliest in its exact-match group." + "feedback": "The clustering is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate language-specific requests, while 43834/44365/44370 share the same generic template title and the Thai pair is the only exact duplicate pair indicated by the similarity metrics. The soft-edge rejections are appropriately conservative given the differing titles and lack of explicit linkage." }, "evaluator_used": true, "retried": false, @@ -19435,12 +19402,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "ecfd71d2e1a424eadc6f2b1e57f1ee59f39b17b0afbd688b9bd40304e88efad6", + "prepared_review_unit_hash": "c29307df6d2f7e2d86b411ecd9a55adb1a990690258b671a8a2f302a0d72c502", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23785, + "serialized_chars": 23786, "estimated_input_tokens": 5947, "estimated_eval_tokens": 12150 }, @@ -19448,7 +19415,7 @@ "node_count": 18, "item_count": 18, "soft_pair_count": 39, - "serialized_chars": 23785, + "serialized_chars": 23786, "estimated_input_tokens": 5947, "estimated_eval_tokens": 12150 }, @@ -19457,114 +19424,114 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated model-request issues that only look similar because they share generic wording like \u201cAdd\u201d and \u201csupport.\u201d I did not find any true duplicate pair; the soft edges should stay rejected.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43837 is the best cluster anchor: it is a concrete, well-scoped model-support request and one of the most central items by soft-similarity links, even though the surrounding issues are not duplicates.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43837 is the most representative and central issue in this set; it has a specific request and sits in the densest part of the soft-similarity graph.", - "best_pr_reason": null, + "summary": "These items are superficially similar model-request issues, but they target different models and modalities. I do not see any true duplicate pair or mergeable PR-equivalent change here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is only linked by broad 'add model' similarity, while the underlying requests are for different models/tasks.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If forced to pick a representative, issue:42738 is the broadest umbrella request ('BERT-like models with RoPE'), but it is still not a duplicate target for the others.", + "best_pr_reason": "No pull requests present.", "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert vs DEIMv2 are different models; only generic add-model wording overlaps." + "reason": "Different model families and request scope: EuroBert config support vs DEIMv2 model addition." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are unrelated model requests." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are different model additions with no shared code-path." + "reason": "Both are model requests, but for different models (EuroBert vs RF-DETR)." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct models; not the same underlying request." + "reason": "RF-DETR and DEIMv2 are distinct models with different integration paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio 1.5B are unrelated model-support requests." + "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the sparse transformer request target different architectures." + "reason": "Different concrete changes: RF-DETR model addition vs weight-sparse transformer support." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated models and tasks." + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model requests." + "reason": "RF-DETR vision detection and Qwen3-TTS are different code paths and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different models; similarity is only in request phrasing." + "reason": "NeoBERT and Qwen3-ASR are distinct model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request are unrelated model additions." + "reason": "NeoBERT support and weight-sparse transformer support are unrelated changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are different models/tasks." + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are different models; same broad 'add model' pattern is not enough." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." + "reason": "NeoBERT and ModernVBERT are different model requests with no shared concrete bug/change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model requests." + "reason": "MiniCPM3 architecture request is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request are unrelated." + "reason": "MiniCPM3 and weight-sparse transformer are different model/features." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model-support issues." + "reason": "MiniCPM3 architecture work and ModernVBERT support are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are distinct models and tasks." + "reason": "MiniCPM3 and Voxtral TTS target different models and subsystems." }, { "left": "issue:41211", @@ -19576,127 +19543,127 @@ "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models." + "reason": "ModernVBERT and Qwen3-ASR are distinct models and tasks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + "reason": "ModernVBERT and Qwen3-TTS are different model support changes." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and the BERT-like RoPE request are not the same issue." + "reason": "ModernVBERT support is not the same change as a generic BERT-like RoPE request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated features." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "The RoPE model request and the Mirko Privitera issue are unrelated." + "reason": "A model-architecture request and a person-named issue are clearly unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and not one concrete bug/change." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and would not merge into one PR cleanly." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model requests." + "reason": "Different speech models and support paths: Qwen3-TTS vs Voxtral TTS." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are unrelated architectures." + "reason": "Speech model support is not the same underlying change as adding a weight-sparse transformer." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are distinct audio-model requests, not duplicates." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models and integrations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE target different model families and use cases." + "reason": "ASR support and EUPE vision-language encoder support are different code paths." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are unrelated." + "reason": "ASR model support and a sparse-transformer architecture request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests with no shared concrete fix." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are unrelated; one is a model request, the other is a config option request." + "reason": "Audio model support and Granite SWA+sink option are separate changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "The sparse transformer request and EUPE are different model architectures." + "reason": "Weight-sparse transformer support and EUPE are different model/feature requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + "reason": "ASR support and DeepSeek-OCR2 are distinct model integrations." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same underlying change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated; no shared technical change." + "reason": "ModernVBERT model support and a person-named issue are unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and Mirko Privitera are unrelated issues." + "reason": "Voxtral TTS support and a person-named issue are unrelated." } ] }, @@ -19726,12 +19693,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b6d55e2c8b58c82e19123d704811c1b7990cf8ee84e00ff04e19e1d315745c0e", + "prepared_review_unit_hash": "5ea2b669317a42bc8b7265f176d761fcf5d2ce08714bbe47046543d78b8a0c57", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19739,7 +19706,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19748,18 +19715,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request to add a framework listing, while the other is a Vision RoPE refactor in the model code. No duplicate relationship is supported.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a clearer duplicate target; they concern different domains and different kinds of work (docs vs vision model refactor).", + "summary": "These two issues are not duplicates and do not describe the same underlying bug or change: one is a docs request about adding Pruna, the other is a Vision RoPE refactor.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication: the issues cover unrelated topics, with no shared files, targets, or code path.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, #46443 is the more concrete engineering task; #38740 is a docs-only request and not comparable as a canonical bug/change target.", + "best_issue_reason": "issue:46443 is the more technical and actionable item, but it is not a duplicate of issue:38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and resolutions: a docs addition for an optimization framework versus a vision RoPE refactor. They do not describe the same underlying bug or change." + "reason": "Different scopes and domains: docs/optimization-framework request vs Vision RoPE refactor; soft similarity is not enough to treat them as the same issue." } ] }, @@ -19789,7 +19756,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a7d2168af87eaf73cc2c3d87d7d498f4bbc24e8ac7cbabd15bbbf71da6fa6463", + "prepared_review_unit_hash": "dbed38ad6613816d7305d364faf5fbe41adc30cbb2cc4c2f5c71e3ba9394372c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19811,18 +19778,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates. One is about set block decoding, while the other is a request for DeepSeek v3.2 support; they describe different product areas and different underlying changes.", - "confidence": 0.96, + "summary": "These two issues are unrelated: one is about Set block decoding, while the other requests DeepSeek v3.2 support. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be preferred as a cluster representative, #43037 is the clearer, more concrete feature request; #41084 is a separate decoding concern.", + "best_issue_reason": "No single canonical issue fits this cluster because the two issues describe different requests; if forced to pick the more concrete feature request, issue 43037 is clearer and more actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding vs model support. The titles and available metadata do not indicate the same bug or change." + "reason": "Different underlying topics and outcomes: decoding behavior vs model/version support. They do not describe the same bug or change." } ] }, @@ -19852,7 +19819,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "be3ac37faf9b713c81f51a3747ac7eba64071f3ae8d9e5fa9a65ffaf3bd21d3b", + "prepared_review_unit_hash": "34ff4d5332da0f2388eb28aeaf01bca7bbe82e5423f74b337fcd054371670c7e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19874,18 +19841,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate feature requests in the same general optimization/memory-reduction area, but not the same underlying issue: one is about exposing a TiledFusedLogitsLoss / FLCE flag in `from_pretrained()`, while the other requests adding TiledMLP for lower memory footprint.", - "confidence": 0.91, + "summary": "The two issues are both in the broader \u201ctiled\u201d/memory-optimization space, but they target different components and changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or feature request.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the more concrete and narrowly scoped request, so it is the better representative if one issue must be chosen.", + "best_issue_reason": "Issue #41826 is the broader feature request centered on integrating TiledMLP for memory reduction; #41306 is a narrower, separate request about a `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss. Since these are not duplicates, there is no strong canonical issue, but #41826 is the better representative of the cluster theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Both mention tiled/memory-related themes, but they target different components and changes: FLCE/LigerFusedLinearCrossEntropy configuration in `from_pretrained()` versus integrating TiledMLP. They do not appear to be the same bug or mergeable change." + "reason": "Different feature requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP integration. Shared memory-optimization theme is too broad to treat as the same issue." } ] }, @@ -19915,7 +19882,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "64c9edaf913b27544372a97a357e3cc90c63f4d17b879c091b046660e861a4b1", + "prepared_review_unit_hash": "bffc18c9f9f6eb1e4cb58046705a587e71785a8a654fcbb4409c7eb408a9615c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19937,18 +19904,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are both about Trainer custom behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue selected: the issues target different Trainer code paths and different user-facing problems.", + "summary": "These two issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for deduplication: neither issue is a clear duplicate of the other.", + "best_issue_reason": "Issue 43598 is the more concrete and self-contained request, focused on `remove_unused_column` customizability in `Trainer`; issue 43600 is a separate FLOPS-estimation topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features in Trainer; shared broad theme is not enough to treat them as the same issue." + "reason": "Shared custom-trainer context only; one concerns `remove_unused_column`, the other FLOPS counting. Different code paths and fixes, so not duplicates." } ] }, @@ -19978,7 +19945,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "8f0fb89b5e4ad352c15d8cbbd34005cb8b1b041fd3f454c048c2c9a7f0d26afa", + "prepared_review_unit_hash": "a08af2211354de2ff9964cd923ec13e464429b7ecd4da02ab8039bef993a4760", "component_budget": { "node_count": 2, "item_count": 2, @@ -20000,18 +19967,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto-class behaviors.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate: the issues describe different models and different auto-class support requests.", + "summary": "These two issues are related to Qwen model integration, but they describe different missing capabilities: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader, more central tracking item because it targets core model registration in AutoModel and AutoModelForConditionalGeneration; it is the better canonical bucket for registration-related Qwen model support.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative issue because it is a broader, clearer model-registration request and is more general in scope.", + "best_issue_reason": "Issue #43684 is the best issue for the cluster because it describes the foundational registration gap rather than a narrower head-specific capability, making it the more representative and reusable tracker.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support." + "reason": "Not the same underlying bug: #43684 is about adding Qwen3-Omni registration to base auto classes, while #44405 asks for sequence-classification support for Qwen3.5/Qwen3_5Config. The model family and requested capability differ, so they should remain separate." } ] }, @@ -20048,76 +20015,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "e3e1fab137b1a27ba7804de8a6332615be743d512106c68d3f34467d1b261ab4", + "prepared_review_unit_hash": "d0c19d728a44916d61f3857d95a9074a304c7c8389f473161ec725125c3d93b2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface \" look like duplicates of one another; \"Fett\" does not have enough evidence to join that cluster.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 43845 is the best canonical representative because it is the earliest of the near-identical \"huggingface \" reports and has the same apparent topic as the other two matching issues.", + "summary": "Three issues appear to be the same trivial topic (\u201chuggingface\u201d), while issue 43835 (\u201cFett\u201d) looks unrelated. The best duplicate set is the three huggingface issues, with 43845 as the likely canonical representative.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \u201chuggingface\u201d issues and is the best stand-in for that duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue to keep as the cluster anchor: earliest of the matching trio, same title/topic, and no competing evidence for 43835.", + "best_issue_reason": "43845 is the clearest representative of the only obvious duplicate cluster in this set; 43835 does not match the topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles differ materially ('Fett' vs 'huggingface '), and there is no body or code evidence showing the same underlying issue." + "reason": "Different titles and no evidence they describe the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak generic similarity; no shared details beyond low-confidence soft matching." + "reason": "No meaningful evidence that \u201cFett\u201d is the same issue as the huggingface reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Insufficient evidence that this is the same report as the 'huggingface ' issues." + "reason": "Unrelated titles; insufficient basis to treat as duplicates." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Identical title/topic, very close timestamps, and strong soft similarity indicate the same underlying issue." + "reason": "Same title/topic with very similar issue text; likely duplicate reports of the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and apparent topic as the other 'huggingface ' reports; likely duplicate." + "reason": "Identical topic/title and no distinguishing details; these look like duplicate reports." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title and highly similar metadata; these look like duplicate reports of the same issue." + "reason": "Identical topic/title and similarly sparse content; likely the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative where evidence is weak. The three \"huggingface \" issues have matching titles and strong soft similarity, with 43845 correctly chosen as the earliest canonical representative. Excluding 43835 is also reasonable given the title mismatch and lack of stronger evidence." + "feedback": "The assessment is grounded in the packet: 43845/43846/43859 share the same title, have strong soft-similarity, and 43845 is the earliest of that trio. The rejection of 43835 as unrelated is conservative given the different title and much lower similarity. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -20155,7 +20122,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "66f27e8fe51cd45df62bfafb918bb9d0a23907732cfe3154f2c8572b9ba05ad1", + "prepared_review_unit_hash": "278e97bc55b9c3dddb514f9d7b803f583da0b776bf122208eb993dcb624d271f", "component_budget": { "node_count": 5, "item_count": 5, @@ -20177,66 +20144,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information spam/placeholder issues with no shared concrete bug or code change evidence. None of the soft pairs look like true duplicates from the available titles alone.", - "confidence": 0.34, - "canonical_issue_reason": "No issue has enough substantive detail to serve as a reliable canonical duplicate target; the cluster appears to be mostly spam/placeholder reports.", + "summary": "These are not true duplicates: the cluster is mostly spam/generic placeholder issues, and the only non-spam title is still too vague and unrelated to the others.", + "confidence": 0.98, + "canonical_issue_reason": "No good canonical issue here; the items are generic placeholders/spam with no shared concrete bug report to represent.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only one with a non-spam title and at least some apparent subject matter, so it is the least bad candidate if a representative issue must be chosen.", + "best_issue_reason": "issue:44418 is the least noisy and only vaguely descriptive item, but it is still too generic to be a strong canonical candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '', but there is no evidence they report the same underlying problem beyond being spam placeholders." + "reason": "Both are generic spam placeholders; identical-looking titles do not establish the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are titled '', but the available metadata does not show a shared bug, component, or change target." + "reason": "Both are generic spam placeholders; there is no substantive description tying them to the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a vague documentation suggestion; too little evidence of the same issue." + "reason": "A spam placeholder and a vague documentation enhancement are not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a generic quoted-name title do not indicate the same underlying report." + "reason": "A spam placeholder and a specific brand-like title are unrelated." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation suggestion and a spam placeholder are not enough to conclude duplication." + "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete shared subject matter is visible; the titles do not match the same bug/change." + "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles are not sufficient evidence of the same underlying issue." + "reason": "Although the titles are identical spam, there is no real issue content to confirm the same underlying bug or change." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." + "reason": "Spam placeholder and a specific title with no shared subject matter are unrelated." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a distinct quoted-name title; no shared concrete problem is shown." + "reason": "Spam placeholder and a specific title with no shared subject matter are unrelated." } ] }, @@ -20266,7 +20233,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c24da68c8cb1704062daf501c87dee46b9b600c12de645f603d5ea397366d6f2", + "prepared_review_unit_hash": "0d51e908175fbd0b357013fb74257379288ef5957027553822541b02e7d2e8c1", "component_budget": { "node_count": 2, "item_count": 2, @@ -20288,28 +20255,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are highly similar: they have identical titles and comparable body sizes, but the evidence is limited to soft similarity and does not deterministically establish duplication. #45145 is the better canonical issue only because it is slightly more connected in the graph.", - "confidence": 0.79, - "canonical_issue_reason": "#45145 is the conservative canonical choice because it has the same title as #45151 and slightly more linkage (one inbound reference), but the evidence only supports strong similarity rather than a definite duplicate relationship.", + "summary": "The two closed issues are likely related and probably duplicates: they have identical titles and a soft-similarity signal, but the packet does not show stronger body-level evidence. #45145 is the better canonical thread because it was created earlier and has an inbound reference.", + "confidence": 0.9, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has an inbound reference; #45151 looks likely related/probably duplicate based on the identical title and soft-similarity signal, but the packet does not provide stronger distinguishing evidence.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue for the cluster because it is the most connected representative among two very similar issues, even though the available evidence stops short of proving they are the same request.", + "best_issue_reason": "#45145 is the strongest issue representative for the cluster since it is the earliest thread and already has some external linkage, making it the best place to anchor discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Reject as a duplicate conclusion: the pair only has soft_similarity evidence, and deterministic_accept is false. The identical titles and similar body lengths suggest closeness, but not enough to confirm the same underlying issue." + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make them likely the same underlying issue; however, the evidence is limited and should be treated as a probable duplicate rather than a definitive one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary is a bit too strong for the evidence. The packet shows identical titles and similar body lengths, but the only pair evidence is soft_similarity with deterministic_accept=false, so calling them duplicates or the same underlying proposal is not fully grounded. The canonical-choice rationale is fine in a conservative sense, but the accepted soft-edge verdict should be rejected or at least phrased as a tentative similarity rather than a duplicate conclusion." + "feedback": "The clustering is plausible, but the writeup is slightly too strong for the evidence in the packet. We only have identical titles plus a soft-similarity signal; the packet does not establish that the bodies are near-identical or that they are definitively duplicates. Please soften the language to something like \u2018likely related / probably duplicate\u2019 and avoid implying stronger content-level evidence than is present." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20386,7 +20353,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "c0fe7e8a42fd96e5342c288cc1145c239c0f7653107bfc89ff665e9275b14fa0", + "prepared_review_unit_hash": "65026db446e036f161ec7f5e9d74b95c219b20be6a5849b030e5caed540d6aa8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20408,18 +20375,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just name/date entries with no discussion, links, or technical content, and they do not describe the same bug or request. They should not be clustered together.", - "confidence": 0.96, + "summary": "These two issues do not appear to describe the same underlying bug or request; they are just short name/date entries with no shared technical context. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No clear canonical issue exists here because the issues are unrelated and contain no actionable technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal-name entries with different dates and no shared issue description or code context; this does not look like the same underlying bug or task." + "reason": "Only superficial similarity in the surname 'Privitera'; the titles reference different people and different dates, with no evidence of a shared bug, request, or code-path." } ] }, @@ -20449,7 +20416,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "742a4f3bcb43b575059b5c3b6a66820683ea6696e601638037a7d63b05e3d075", + "prepared_review_unit_hash": "5037a035f28b81afc966a6b9fb30f2c609420728c28265dc9765d0fd6a608cf0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20471,18 +20438,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are closed, body-less issues with personal-name/date titles and no substantive overlap beyond generic similarity. They do not appear to describe the same bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates of a technical problem; they look like unrelated name/date placeholders with no discussion or bug content.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue here: both issues are empty and unrelated, with no actionable problem description to unify them.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue contains an actual problem report, reproduction, or actionable context; they look like unrelated placeholder/spam-like entries rather than duplicate bug reports.", + "best_issue_reason": "Neither issue is a good representative issue because neither contains any substantive report, repro steps, or technical context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles are different names/dates, and there is no body, linkage, or shared technical context indicating the same underlying issue." + "reason": "Reject: the titles are different personal names with different dates, and there is no shared bug, feature, or code-path evidence." } ] }, @@ -20512,7 +20479,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "2edc2143704e2fcb7d0a1d16b08a1da69dce27c8cdfa7e6d33dccab2ec7944dc", + "prepared_review_unit_hash": "530753589cbdc34687c72a261dcaf0921821825ffefe8ef2f8710b9e8c5d8690", "component_budget": { "node_count": 2, "item_count": 2, @@ -20534,18 +20501,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They do not describe the same underlying bug or feature change.", - "confidence": 0.98, + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the topics are distinct and would not be resolved by the same change.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests with no shared code path, filenames, targets, or concrete overlapping change; one is model-class feature support and the other is training precision support." + "reason": "Different requests and code paths: model head/architecture support versus mixed-precision training support. Not the same underlying issue." } ] }, @@ -20585,12 +20552,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3e324c5e9f89958530b92822a874a10d9ca1ae04a32e450a9d942beb4a8c7cd5", + "prepared_review_unit_hash": "957af37d812228cebf515f96cc295eab50c564e5cd4b198fff4f48b0e9f7348c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20598,7 +20565,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20607,66 +20574,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The packet supports two separate exact duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is a different finance-related topic and should remain separate. There is no single well-grounded canonical issue for all five items; the evidence points to two distinct duplicate groups rather than one cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset listing topic and does not match either pair. The evidence is limited to titles and metadata, so the duplicate calls should be treated as likely rather than certain.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earlier of two near-identical issues and has no distinguishing metadata suggesting otherwise.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate likely-duplicate topics plus an unrelated dataset item; if one representative must be chosen, 45870 is the most reasonable stand-in for the example-request pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." + "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset bundle promo versus a financial time-series example; not the same underlying issue." + "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." + "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." + "reason": "Different concrete request: prediction example versus a scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." + "reason": "Different concrete request: prediction example versus a scraping-service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge wording, but these describe different requests: a prediction example versus a scraping-service integration." + "reason": "Different concrete request: prediction example versus a scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge wording, but these describe different requests and are not the same underlying issue." + "reason": "Different concrete request: prediction example versus a scraping-service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching body length/content indicate a direct duplicate pair." + "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pairwise verdicts are conservative, but the overall clustering/canonical framing is not well grounded in the packet. The data shows two separate exact-duplicate pairs: 45870/45871 and 45872/45873. The summary and canonical-issue rationale overstate a single anchor for the whole set by treating 45872 as the representative of a broader cluster, when the packet supports at least two distinct duplicate groups. Also, phrases like \"broader/less detailed variant\" and \"most specific duplicate set representative\" are a bit speculative relative to the evidence." + "feedback": "The cluster summary is somewhat grounded, but it overstates the evidence in a few places. The packet only shows titles and soft-similarity signals, so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong. Likewise, the canonical_issue_reason says 45870 has a \u201ccleaner, more complete representative title,\u201d but the titles are identical. The issues do look like two duplicated topic-pairs plus a separate dataset item, but the verdicts should stay more conservative." }, "evaluator_used": true, "retried": true, @@ -20693,7 +20660,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "2fec3a37fe9b1268ac39ddc2d9d2d0ac08949b3f067a380e79bb088b733e83d4", + "prepared_review_unit_hash": "c50b1dbe23203be93edb87b90da44ca73199dcbf514e68caf717ec1704056fa0", "component_budget": { "node_count": 2, "item_count": 2, @@ -20715,24 +20682,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and linear-attention, but they describe different failure modes: one is an `early_initialization` shape corruption leading to a `RuntimeError`, the other is a `KeyError: 'linear_attention'` in Qwen3.5. They look related at subsystem level, not clearly the same bug.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the underlying static-cache/linear-attention corruption more generally and concretely, rather than a model-specific symptom.", + "summary": "The two issues are plausibly related in the static-cache / linear-attention area, but the packet does not provide enough evidence to say they are definitively the same underlying bug. Issue 46439 is the more general and technically descriptive report, while 46441 looks like a model-specific symptom.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the mechanism directly (`early_initialization` corrupting linear-attention layers) rather than a narrower downstream crash symptom.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative: it names the affected mechanism (`early_initialization`), the impacted component (linear-attention layers), and the concrete failure mode (wrong shapes / `RuntimeError`).", + "best_issue_reason": "Issue 46439 is the best representative because it is the most general, technically informative description of the failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache linear-attention problems, but the reported failures differ: shape corruption/runtime error vs missing `linear_attention` key. Not enough evidence they are the same underlying bug." + "reason": "Likely related, but the evidence is too weak to confirm they are the same underlying bug; the packet only shows title-level similarity and a soft-similarity signal, not a shared repro or explicit linkage." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is plausible, but the soft-edge verdict is a bit too strong for the evidence available. The packet only shows titles and a soft-similarity signal; that supports that the issues are related in the static-cache/linear-attention area, but not confidently that they are the same underlying bug. A more conservative verdict would be \"likely related\" rather than an outright accept." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -20756,7 +20726,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "5c41145cfac41ff936d85420780c80122f315dc5616230018d06c2d914a71c97", + "prepared_review_unit_hash": "fece6b52286ac649a3f629d72e1797d08e9788aa748ad53a44ba10375212ba80", "component_budget": { "node_count": 2, "item_count": 2, @@ -20778,28 +20748,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be the same report for the Wav2Vec2CTCTokenizer v5 special-token regression. Issue 46552 is the better tracker because it is open and already has inbound references, but there is no explicit duplicate link shown in the packet.", - "confidence": 0.93, - "canonical_issue_reason": "46552 is the better canonical issue because it is open, already has inbound references, and matches 46551 in title and body length, making it the more active place to track the same report.", + "summary": "The open issue #46552 is the best canonical tracking thread, but the duplicate link between #46551 and #46552 should be treated conservatively: they have identical titles and body length, yet the packet does not prove the bodies are the same or that they are definitively the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "#46552 is the better canonical issue because it is still open and already has inbound references, making it the more active place to track and accumulate discussion.", "canonical_pr_reason": null, - "best_issue_reason": "46552 is the best issue to keep as the central thread because it is open and referenced, while 46551 is closed and appears to be the same report rather than a separate problem.", + "best_issue_reason": "#46552 is the best issue to keep as the primary thread because it is open, referenced, and therefore most likely to gather follow-up work and context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", - "accept": true, - "reason": "These look like the same underlying bug report: identical title, identical body length, and near-simultaneous creation. The packet does not show an explicit duplicate link, so treat them as the same/similar report rather than a confirmed duplicate." + "accept": false, + "reason": "The evidence is suggestive but not definitive: the titles match and the body lengths are identical, but the packet only provides soft similarity and does not verify the bodies or reproduction details are the same enough to confirm a duplicate." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that these two issues are highly similar and share the same title/body length, with 46552 being the better canonical tracker because it is open and has inbound references. However, the analyst overstates the evidence by calling 46551 a duplicate of 46552; the packet does not show an explicit duplicate link or other direct proof of that relationship. Please keep the conclusion conservative: same/similar report, not confirmed duplicate." + "feedback": "The canonical-issue choice is grounded: #46552 is open and has inbound references, while #46551 is closed. However, the duplicate verdict is a bit too strong for the packet: we only know the titles are identical, the body lengths match, and the soft similarity score is high. The packet does not verify that the bodies are the same or that this is definitively the same underlying bug, so the soft-edge reasoning should be more conservative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20822,7 +20792,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "5e5daa3f1f112d6500d04e63a888ac20b62faa44d6dcd8919fafa54da34a0252", + "prepared_review_unit_hash": "f6307fd507b78cf050b20b1bf3e1cb82b0ecb4aaee6fef55f874eaa64bea50fa", "component_budget": { "node_count": 2, "item_count": 2, @@ -20844,18 +20814,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different code paths.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These are not the same underlying bug: one reports a tensor-size mismatch during object detection training, while the other reports OOM after several epochs in RT-DETR v2 training. The soft similarity is only topical, not a duplicate signal.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46657 is the more general, symptom-focused report and is the better representative if one issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46657 is the better global issue candidate because its title describes a concrete failure mode more directly than the OOM report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different symptoms and likely different root causes: shape mismatch in object detection training versus memory exhaustion after epochs in RT-DETR v2. The titles and available metadata do not indicate the same underlying bug." + "reason": "Different failure modes and likely different root causes: tensor shape mismatch vs memory exhaustion after some epochs. The shared object-detection training context is too broad to treat as a duplicate." } ] }, @@ -20885,7 +20855,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "b54e5666a5426022b5c116e62297dbd4ffbf5c681706300e53258c9ee599275d", + "prepared_review_unit_hash": "7fc6fabc94304cfbebd72ed53dc98bc0376923b659e64c28e5dca65811e4bb0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -20907,18 +20877,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different loading/placement bugs: one in ZeRO-3 zero.Init partitioning for a composite submodule, and one in 4-bit device_map/max_memory dispatch behavior. They do not look like duplicates of the same underlying issue.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the more specific and concrete bug report, with a clearly named code path (ZeRO-3 zero.Init) and symptom (OOM when loading a composite submodule).", + "summary": "Two open issues about model loading/placement failures, but they describe different bugs: one is ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, the other is 4-bit auto device mapping ignoring max_memory and incorrectly dispatching to CPU. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate: the reports concern different code paths and different failure modes, so neither is a duplicate of the other.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the strongest representative of the cluster because it describes a single, well-scoped failure mode and is more actionable than the broader 4-bit dispatch complaint.", + "best_issue_reason": "If one must be picked as the cluster representative, issue #46822 is slightly more specific and self-contained, but it is not a true canonical for the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different mechanisms and failure modes: ZeRO-3 partitioning/OOM for a composite model submodule versus 4-bit device_map/max_memory incorrectly dispatching to CPU and raising ValueError. Same broad theme of model loading, but not the same underlying bug." + "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM in a composite submodule versus 4-bit device_map/max_memory CPU dispatch error. Same broad theme of loading, but not the same issue." } ] }, @@ -20932,7 +20902,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20948,7 +20918,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "a5ac20ab0baf60b6f0ab3251f9533d42468e26e4f18f8749fdcb160b8e511a90", + "prepared_review_unit_hash": "1344d6f506114a93478e0a8ac6847b74b97e4f3c845551d693364ed62fb235f8", "component_budget": { "node_count": 2, "item_count": 2, @@ -20970,18 +20940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs work on VibeVoice, but they are not the same change: #40546 is the initial VibeVoice implementation, while #42781 is a draft VibeVoice Realtime follow-up that adds the acoustic tokenizer and broader realtime-related updates. The overlap is expected library scaffolding, not a single mergeable fix.", - "confidence": 0.87, + "summary": "Both items are pull requests for the VibeVoice family, but they are not the same change: PR 40546 is the initial VibeVoice implementation, while PR 42781 is a later, broader VibeVoice Realtime addition that also introduces the acoustic tokenizer and extra generation/auto-mapping updates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the broader, more mature base implementation for VibeVoice and has substantial review activity; #42781 looks like a separate follow-up for realtime support rather than the same PR.", + "canonical_pr_reason": "42781 is the better representative PR because it is the newer, broader change set and appears to subsume more of the VibeVoice stack (realtime + acoustic tokenizer + extra auto/generation plumbing), whereas 40546 is the earlier base implementation.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best representative for this cluster because it is the core VibeVoice implementation PR and has the clearest standalone scope.", + "best_pr_reason": "42781 is the best single PR to keep for this cluster because it reflects the more complete and later VibeVoice work. 40546 is an earlier base implementation and is not as representative of the overall cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: #42781 adds realtime-specific support and acoustic tokenizer changes on top of the initial VibeVoice integration in #40546; they overlap in shared model files but are not the same concrete code-path change." + "reason": "Same model family and some shared files, but not the same concrete change: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and related plumbing. They overlap thematically but are not merge-equivalent duplicates." } ] }, @@ -20995,7 +20965,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21011,12 +20981,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "dd8414843b6a41ebb904db510ffad1b3db186b0bee331b05b5db9bcd54a4408d", + "prepared_review_unit_hash": "0d891f9bb2173135ace277df52295e3d0735f8ec9e21cc965d385d8af0857529", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21024,7 +20994,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21033,18 +21003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They touch different models, code paths, and filenames, so the soft similarity is not a duplicate signal.", - "confidence": 0.97, + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the better canonical representative if one must be chosen: it is a narrower, self-contained model-classification support change with a clearer code path and implementation scope.", + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so they are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the best representative PR because it is focused and well-bounded, making it easier to understand and review than the broader TimesFM covariates feature.", + "best_pr_reason": "No single best PR representative for this cluster because the items are unrelated and neither can stand in for the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs address different features for different models (TimesFM covariates vs. DINOv3 image classification) and do not fix the same underlying bug or change." + "reason": "Different features in different subsystems (TimesFM forecasting covariates vs. DINOv3 image classification); not the same bug or change." } ] }, @@ -21058,7 +21028,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21121,7 +21091,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21171,12 +21141,12 @@ "pull_request:43823|pull_request:46707", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "06d54b1a2bd7da7d2d8fee352e997f3c445a53c14bb7f0078b923fa9416caf12", + "prepared_review_unit_hash": "1bacbc4c80b1916e7942cd1b4674e73e0cf632aacfe95a34bcebb026d415c659", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38876, + "serialized_chars": 38875, "estimated_input_tokens": 9719, "estimated_eval_tokens": 19694 }, @@ -21184,7 +21154,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 23, - "serialized_chars": 38876, + "serialized_chars": 38875, "estimated_input_tokens": 9719, "estimated_eval_tokens": 19694 }, @@ -21193,168 +21163,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer PRs that were only loosely connected by soft similarity. The only true duplicate-like pair is the two `fixed_cross_entropy` PRs (#43251 and #43254), which both extend the same helper with the same new kwargs. Everything else targets different models, subsystems, or feature additions and should stay separate.", - "confidence": 0.88, + "summary": "This cluster is mostly a mix of unrelated open PRs across tokenizers, processors, models, docs, distributed training, and losses. The only clear duplicate pair is the two fixed_cross_entropy PRs (#43251 and #43254), which change the same loss utility for the same issue.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the best canonical PR because it is the more explicit version of the only real duplicate pair: it has the same target issue, same file, and the same concrete change to `fixed_cross_entropy` support.", + "canonical_pr_reason": "PR #43251 is the cleaner canonical choice: it directly targets issue #43240, has the more complete signature change plus forwarding into nn.functional.cross_entropy, and has more review activity.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the strongest representative of the only genuine overlap in the cluster and is the clearest anchor for deduping the cross-entropy fix pair.", + "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only true overlap because it is the more complete and issue-linked version of the fixed_cross_entropy kwargs fix.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different code paths and goals: Mistral tokenizer method additions vs adding a new MobileLLM model. No shared concrete bug or mergeable combined fix." + "reason": "Different areas and goals: Mistral tokenizer missing methods vs adding a new MobileLLM model." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API completion and ExecuTorch dynamic-shape export testing are unrelated changes." + "reason": "Tokenizer API addition is unrelated to Executorch dynamic-shape export testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both concern model/processor loading, but they fix different processors and model families; not the same underlying bug." + "reason": "Both concern model/processor plumbing, but they fix different components and problems, not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper kwargs support is unrelated to adding a MobileLLM model." + "reason": "Loss-function kwargs forwarding is unrelated to adding MobileLLM model support." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different issues: loss helper kwargs vs Mistral4 test fixes and model wiring." + "reason": "Different code paths: cross-entropy helper vs Mistral4 model/test fixes." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "ExecuTorch export tests and native FSDP2 migration are separate areas with no shared code-path bug." + "reason": "Executorch export tests are unrelated to FSDP2 integration and migration." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to Mistral4 model/test fixes." + "reason": "Dynamic export testing and Mistral4 fixes do not target the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different features and subsystems: exportability tests vs a new model implementation." + "reason": "Testing exportability is unrelated to adding a new model implementation." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution order fix are unrelated." + "reason": "New MobileLLM model addition is unrelated to config resolution order in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is not the same bug as Falcon output-collection refactoring." + "reason": "New model addition does not overlap with Falcon output-collection refactoring." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Model addition and model-creation skill/docs are different change types, not one underlying bug or feature." - }, - { - "left": "pull_request:43823", - "right": "pull_request:46707", - "accept": false, - "reason": "New model implementation and FSDP2 migration are distinct concerns." + "reason": "Falcon refactor is unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor and Mistral4 test fixes do not address the same code-path problem." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactoring is unrelated to the model-creation skill PR." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Mistral4 test fixes and CLIP-like checkpoint renaming are unrelated subsystems." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Model test fixes and an AI skill/doc scaffold are unrelated." + "reason": "Falcon standardized-output refactor and Mistral4 test fix are different changes." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are different bugs." + "reason": "Mistral4 test/model fixes are unrelated to native FSDP2 module migration." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and adding a TDT loss kernel are unrelated." + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different model families and bugs." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are different feature areas." + "reason": "Mistral4 fixes do not overlap with chat parsing/serve changes." }, { "left": "pull_request:44827", - "right": "pull_request:46707", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 model/test changes and FSDP2 migration are not the same concrete problem." + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "A CLIP-like weight-renaming fix is unrelated to native FSDP2 migration." - }, - { - "left": "pull_request:46048", - "right": "pull_request:46707", - "accept": false, - "reason": "TDT loss kernel integration and FSDP2 migration are distinct changes." + "reason": "LayerNorm renaming in CLIP-like checkpoints is unrelated to FSDP2 module migration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The shared file is only `modeling_auto.py`; the actual changes are about Mistral4 auto-mapping vs a model-creation skill, so they are not duplicates." + "reason": "Mistral4 tests and model-creation-skill scaffolding are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model code and an AI skill for creating models are not the same underlying bug/change." + "reason": "A new model implementation is unrelated to the model-creation skill draft PR." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "No shared code-path problem; one is Mistral4 testing, the other is class config resolution order." + "reason": "Mistral4 fixes do not overlap with config-resolution order changes." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "Kernel loading for TDT loss and FSDP2 infrastructure are unrelated." + "reason": "TDT loss kernel integration and FSDP2 migration are different subsystems and problems." }, { "left": "pull_request:43823", @@ -21366,13 +21306,13 @@ "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file, same helper, same underlying bug: both add support for passing supported kwargs through `fixed_cross_entropy` to `nn.functional.cross_entropy`, and they could plausibly be merged into one PR." + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross_entropy kwargs for the same underlying issue (#43240) and could plausibly be merged into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only accepted pair, #43251/#43254, shares the same file, same target issue (43240), and the same cross-entropy kwargs extension, so it is plausibly mergeable as one bugfix PR. The other soft pairs are reasonably rejected as different subsystems or feature areas, with no evidence of a shared concrete bug." + "feedback": "The summary is grounded in the packet and stays conservative: most pairings are clearly different subsystems, and the only accepted overlap is the shared fixed_cross_entropy kwargs fix between PR #43251 and PR #43254. The canonical/best-pr notes are supported by the explicit issue link and the more complete diff in #43251." }, "evaluator_used": true, "retried": false, @@ -21383,7 +21323,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21399,7 +21339,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "262766da0d6b0a6840cb01661b5eb2b40075fa9264a848fed29c317a20228f5e", + "prepared_review_unit_hash": "bb5915be182c893dc317551326fc6944dc0477ea4b4987e8b6af60fde11527bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21421,18 +21361,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two workflow-maintenance PRs with overlapping files, but they are not duplicates: one is a Node 24 compatibility sweep across many GitHub Actions, while the other is a separate upgrade of workflow actions to newer versions (notably docker/build-push-action).", - "confidence": 0.91, + "summary": "Both PRs broadly update GitHub Actions workflows, but they are not the same change set: one is specifically for Node 24 compatibility, while the other upgrades actions to newer releases. They overlap in files because they touch shared workflows, not because they fix the same underlying problem.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative because it has the broader, clearly stated maintenance goal (Node 24 compatibility) and touches a wider set of workflow action updates.", + "canonical_pr_reason": "PR 42975 is the more canonical candidate only in the sense that it has a specific goal (Node 24 compatibility); PR 42976 is a separate dependency-version bump with different scope.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest standalone representative of the cluster\u2019s theme; PR 42976 is a narrower, separate action-version bump and is less representative overall.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, narrower purpose and a more concrete compatibility target, whereas PR 42976 is a broader action-version refresh.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they overlap in GitHub Actions workflow files, but they target different changes. 42975 is about Node 24 compatibility and upgrades several actions; 42976 is a separate latest-version bump centered on docker/build-push-action. Same subsystem, different concrete change." + "reason": "Different upgrades with different intent: Node 24 compatibility vs. general latest-version bumps. Shared workflow files alone are not enough to treat them as the same fix." } ] }, @@ -21446,7 +21386,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21473,82 +21413,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "16d83de7e255f7f7273820419e9868e9bc2a149dcd949911ec6ecd131c4d77ad", + "prepared_review_unit_hash": "c0b66fcadb25babe3b409bb1a3afb2899260758294c0bbe54fdde077ee688ae5", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21196, - "estimated_input_tokens": 5299, - "estimated_eval_tokens": 10854 + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21196, - "estimated_input_tokens": 5299, - "estimated_eval_tokens": 10854 + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly separate model-addition efforts. Only the two Step 3.7 Flash PRs are closely related, but one is the library model implementation and the other is supporting scripts/debug assets, so they are not duplicates.", + "summary": "This cluster is mostly a set of distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, ctsm, Step3p7), not duplicates. The only near-match pair is Step3p7 vs the WIP mini-model/conversion PR, but they are different artifacts and should not be merged as one change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the best representative because it contains the substantive Step 3.7 Flash model implementation, docs, and tests; it is the core change rather than ancillary tooling.", + "canonical_pr_reason": "No single canonical duplicate PR exists here; the items are separate model additions or supporting tooling rather than one shared fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest single PR in the cluster to represent the topic because it is the main code-path addition for Step 3.7 Flash, while PR 46658 is only supporting build/convert artifacts.", + "best_pr_reason": "PR 43451 is the strongest standalone representative: it has the broadest implementation/docs/tests footprint and the highest review activity, even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); same broad model-release pattern, but not the same underlying code change." + "reason": "Different models (ViT NEPA vs Molmo) with unrelated codepaths; shared docs/auto-registration files are generic scaffolding, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models and different scopes; adding ViT NEPA is unrelated to adding Molmo2." + "reason": "Different model families (ViT NEPA vs Molmo2); overlap is only in shared framework registration/docs files." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Distinct model additions with unrelated implementation details." + "reason": "Unrelated model additions (ViT NEPA vs CTSM); they do not fix the same bug or implement the same feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families/releases, not the same concrete change." + "reason": "Molmo and Molmo2 are separate model implementations with different files and behavior, not the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch different models and code paths." + "reason": "Molmo and CTSM are distinct model additions; shared registry/docs edits are too broad to indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions." + "reason": "Molmo2 vs CTSM are different model integrations with different codepaths and test surfaces." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are different models with different implementations." + "reason": "CTSM and Step3p7 Flash are separate model additions; only generic auto/model registry files overlap." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Both concern Step 3.7 Flash, but 46562 adds the library model/docs/tests while 46658 adds mini-model assets and conversion scripts; that is related work, not the same concrete PR-worthy code-path change." + "reason": "Step3p7 model implementation vs WIP mini-model/conversion/debug scripts are not the same concrete change and would not plausibly merge into one PR." } ] }, @@ -21562,7 +21502,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21591,94 +21531,94 @@ "pull_request:44815|pull_request:46380", "pull_request:46380|pull_request:46539" ], - "prepared_review_unit_hash": "6a078d03d5e9854e8afef2e7871797f9f5671b4893cb6a5ecfe02fd9233cc9fb", + "prepared_review_unit_hash": "f281ad10be9139313a565f6f7949f1390d99b2685aeeb4a691e58e27f770ebf3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16285, - "estimated_input_tokens": 4072, - "estimated_eval_tokens": 8400 + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 10, - "serialized_chars": 16285, - "estimated_input_tokens": 4072, - "estimated_eval_tokens": 8400 + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates; they span unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequant/loading, generation config validation, Phimoe CI/test infra, and ASR pipeline dispatch).", - "confidence": 0.95, + "summary": "This cluster is not a duplicate set: the PRs touch unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, generation config validation, CI infra, and ASR pipeline routing). None should be merged as the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46380 is the clearest self-contained production fix in the set: it addresses a concrete validation bug for `watermarking_config` dict handling and includes the corresponding code-path update and tests.", + "canonical_pr_reason": "No clear canonical PR: the items are distinct fixes in different code paths and subsystems, not alternative implementations of the same bug.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the strongest representative of the cluster because it fixes an explicit runtime bug in a core generation validation path, with a clear description and test coverage.", + "best_pr_reason": "No single PR is a good cluster representative because there is no shared underlying defect or change request across the set.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; no shared underlying bug or code path." + "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; different components and no shared bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tests and FP8 dequant/loading are unrelated subsystems and fixes." + "reason": "Whisper decode logic/tests vs. FP8 dequant/model-loading changes; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization work and generation-config watermarking validation are different features with different failure modes." + "reason": "Whisper tokenization fix vs. generation watermarking validation; different subsystems and symptoms." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Bogus test assertions in model tests are unrelated to Phimoe CI memory/test harness changes." + "reason": "Injected failing asserts in model tests vs. Phimoe CI memory/workflow fix; not the same issue." }, { "left": "pull_request:43665", "right": "pull_request:46870", "accept": false, - "reason": "Test-only CLIP/ViT edits do not match the ASR pipeline dispatch fix." + "reason": "Test-only changes in CLIP/ViT vs. ASR pipeline model-type routing; unrelated changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "A test-only PR is not the same underlying change as the FP8 dequant fix." + "reason": "CLIP/ViT test edits vs. FP8 dequantization/model-loading logic; different problems." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test edits in unrelated model suites do not correspond to the generation validation bug." + "reason": "Model test tweaks vs. generation config validation for watermarking; no common code path." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 core-model-loading/dequant logic and Phimoe CI infrastructure fixes are unrelated." + "reason": "FP8 kernel/dequant work vs. CI test infrastructure and runner memory patching; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These target different production paths: FP8 dequantization vs. generation config validation." + "reason": "FP8 dequantization fixes vs. generation watermarking config validation; distinct functionality." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation config watermarking validation and Phimoe integration-test environment fixes are unrelated changes." + "reason": "Generation config validation change vs. Phimoe integration-test CI fix; different layers and bugs." } ] }, @@ -21692,7 +21632,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21711,52 +21651,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "4236f1e1efbe8159592eae4911a575df0a26dafb12a5a87b3a93d16673c9df58", + "prepared_review_unit_hash": "63b66887c907c8af5b45ae5c35bc84caf49bea5801aee9692605d56bec0f2a52", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all standalone \u201c[don\u2019t merge]\u201d test changes, but they target different code paths: packaging/versioning, diff-display/workflow plumbing, and the PR security gate workflow. They are not duplicates of one another.", - "confidence": 0.97, + "summary": "All three PRs are unrelated '[don't merge]' test/validation changes in different files and subsystems; the soft similarities are title-level noise, not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the changes are about different subsystems and different intended checks, so they should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "No canonical PR: these are distinct test PRs touching different code paths (setup/versioning, CI workflows, and security-gate workflow behavior).", "best_issue_reason": null, - "best_pr_reason": "None is a good global representative for duplication purposes; PR 46747 is the most self-contained, but it is still unrelated to the other two.", + "best_pr_reason": "No best PR for deduplication: none of the PRs plausibly merge into a single change or represent the same concrete bug/change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 edits setup/versioning and test dependencies, while 46747 only switches a workflow trigger for the security gate. Same broad 'don't merge' theme, but not the same underlying bug or fix." + "reason": "Different changes: setup/versioning and test dependency tweaks versus a workflow trigger/security-gate edit. Same \"don't merge\" style is not enough to treat them as duplicates." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is a packaging/test-dependency tweak; 43532 rewires multiple CI/commenting workflows and test utilities. They do not fix the same code-path problem." + "reason": "Overlap is only superficial (shared test file/title convention). One changes packaging/versioning; the other rewires CI workflows and helper utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but 43532 is about PR comment/diff-display infrastructure while 46747 is specifically about the PR security-gate trigger. Not a single mergeable fix." + "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes and do not appear to fix the same code-path problem." } ] }, @@ -21770,7 +21710,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21786,12 +21726,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "460cf4b9f8727018ac5df4458690a45de853378c721ea2c698db015a4ab9ad00", + "prepared_review_unit_hash": "13bf1dcb0ea6b6ca59a06adb57cb68db46a29c661e6198ab8eebae7939c60e26", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21799,7 +21739,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -21808,18 +21748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffold/docs files, but the actual APIs, filenames, and model/test coverage point to distinct features rather than duplicates.", - "confidence": 0.94, + "summary": "Both PRs add new but distinct segmentation pipelines. They share scaffolding and docs, but they target different tasks, model integrations, and test suites, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: 43612 is for promptable concept segmentation, while 43613 is for promptable visual segmentation; they are separate feature PRs rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the more substantial and representative change: it adds the visual segmentation pipeline with broader model/test coverage and a larger implementation surface than #43612.", + "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster because it touches more model integrations and tests, but it still represents a different feature from 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are different pipeline additions with different names, task docs, and model/test targets. Shared scaffolding in docs and registration files is not enough to treat them as the same underlying change." + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some infrastructure files, but the pipeline names, docs, model support, and tests show separate code paths and not one mergeable fix/change." } ] }, @@ -21833,7 +21773,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21849,7 +21789,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "4e8985bb7bdd30441325b3e2fed81dcf485da333f4dc7b5c9fc00aa387e41ed2", + "prepared_review_unit_hash": "3f51d8a81599d8bc3d447beb447c06c444db14e30ddb6b2e89cb7a293b6797a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -21871,18 +21811,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests modify `src/transformers/trainer.py`, but they implement different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", + "summary": "The two pull requests both modify `trainer.py`, but they address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering. They are related in theme but not the same underlying change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 43651 changes loss scaling in `training_step`, while 43663 changes how signature columns are computed and overridden; they are separate code-path changes.", + "canonical_pr_reason": "No canonical duplicate PR here; the PRs target different code paths and could both be valid independently.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate target for the other. They are orthogonal trainer enhancements and should be triaged independently.", + "best_pr_reason": "PR #43651 is the stronger standalone representative because it makes a concrete behavioral change in `training_step` and introduces a focused hook for custom trainers.", "soft_edge_verdicts": [ { - "left": "pull_request:43651", - "right": "pull_request:43663", + "left": "pull_request:43651 (Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling)", + "right": "pull_request:43663 (Add _get_signature_columns method to allow custom trainers to override column filtering)", "accept": false, - "reason": "Different behavior areas in `trainer.py`: gradient-accumulation loss normalization vs. input-column signature filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Same file and both about trainer customization, but they fix different problems: GA loss scaling vs. column filtering. They are not the same bug/change and would not be merged as one PR." } ] }, @@ -21896,7 +21836,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21912,7 +21852,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "330af600fe1de1e6a86a28e18c310c2bfe71a0ba8062ca11535857296a846f6e", + "prepared_review_unit_hash": "08eca9ead321f9f3cc0f4352dcf71b6bffe5219699072f8cb505cb33ea98ae68", "component_budget": { "node_count": 2, "item_count": 2, @@ -21934,32 +21874,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two pull requests in the same file both address annotation-related NameErrors in the CLI, but they target different missing-name scenarios and use different fixes. The more specific PR is the pydantic/TypeAdapter fix.", - "confidence": 0.88, + "summary": "Both pull requests target the same CLI `serve.py` runtime `TypeAdapter` annotation NameError and are alternative fixes for the same underlying bug.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most precise match: it directly fixes the TypeAdapter NameError when pydantic is absent by moving the import under TYPE_CHECKING and quoting the annotation.", + "canonical_pr_reason": "PR #43842 is the more direct fix for the reported runtime failure: it guards the `TypeAdapter` type import under `TYPE_CHECKING` and quotes the annotation, matching the \"pydantic not installed\" NameError path exactly.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall candidate because its title, issue link, and diff all align tightly on the concrete TypeAdapter/pydantic runtime NameError.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the concrete `TypeAdapter` NameError without broader unrelated typing cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Both touch serve.py and are about NameError-like annotation handling, but 43656 is a broader postponed-annotations cleanup while 43842 specifically fixes TypeAdapter when pydantic is not installed. They do not look like the same concrete bug." + "accept": true, + "reason": "Both PRs fix the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; they differ only in implementation style (future annotations vs. `TYPE_CHECKING` import), so they look like duplicate solutions to the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and are clearly aimed at the same `TypeAdapter` NameError class of bug. The soft-edge acceptance is also conservative enough, since the changes are alternative implementations for the same fix rather than unrelated work." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22025,7 +21968,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22083,8 +22026,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44722", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -22105,8 +22048,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -22123,8 +22066,8 @@ "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", - "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", @@ -22138,406 +22081,394 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "fff6822762d7d571711352984ab213164d3d1ddc496322dd179e685a9c3414e1", + "prepared_review_unit_hash": "2f33f07987d2abf596d9fb578dc3b4d8a39a33f324f609e26a172a266c1efe64", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76937, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing to a standardized capture/decorator interface. Most pairs are not duplicates despite sharing the same umbrella issue #43979; only same-model/same-file iterations should merge.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43979 is the shared umbrella tracker for the standardized output-tracing migration work referenced by many of these PRs.", - "canonical_pr_reason": "PR #44722 is the most representative and complete of the GPT-J/CodeGen output-tracing refactors in this cluster, and it explicitly aligns with the shared tracking issue.", - "best_issue_reason": "Issue #43979 best represents the cluster\u2019s common goal: migrating models to standardized output tracing/capture behavior.", - "best_pr_reason": "PR #44722 is the best single PR representative because it covers the same GPT-J output-tracing change as related PRs and appears to be the broader/latest iteration.", + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors around the same broader standardized-decorator effort (#43979). Most pairs are not duplicates because they touch different model implementations; the only strong overlaps are the GPT-J variants and the GPT-Neo variants.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue nodes are present. As a PR representative, 44722 is the cleanest example of the GPT-J/CodeGen tracing refactor: explicit #43979 linkage, coherent title, and overlapping changes in the core GPT-J path plus CodeGen.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall PR representative because it most clearly captures the recurring change pattern in this cluster and has the broadest, most coherent implementation among the overlapping GPT-J tracing PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models/code paths (CVT/FNet vs GPT-J). Shared issue target alone is not enough." + "reason": "Different model families and code paths; the shared output-tracing theme and issue target are not enough to make these duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and architectures; both are output-tracing refactors but not the same concrete bug/change." + "reason": "Different model implementations (CVT/FNet vs DeBERTa) with only the same broad refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in the same model file and address the same refactor; one looks like a narrower iteration of the other." + "reason": "Both modify GPT-J output tracing in modeling_gptj.py; 44066 is broader, but the GPT-J refactor is the same underlying code-path change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and different code paths; not the same underlying change." + "reason": "RegNet/ResNet-style tracing work vs EfficientNet tracing work; same umbrella issue, different concrete changes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Both are standardized-output refactors, but they target different models and code paths, so they are not duplicates." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet: unrelated model code paths." + "reason": "Different models and unrelated concrete changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated implementations; same issue target does not make them duplicates." + "reason": "MobileNetV2 and DeBERTa are separate implementations; same refactor pattern only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; different concrete code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths, so not a duplicate change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file/tests; these look like duplicate iterations of the same change." + "reason": "Both are GPT-Neo output-tracing refactors in the same model file and appear to implement the same standardized-decorator migration." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model families (GPT-J/CodeGen vs MPT); not the same underlying bug/change." + "reason": "GPT-J/CodeGen and MPT are unrelated concrete model changes." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different code paths, so this is not a duplicate." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same refactor theme, but different model implementations." + "reason": "Both are standardized tracing work, but they target different models and cannot plausibly be one PR." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are distinct model-specific changes." + "reason": "ResNet and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J: different concrete changes." + "reason": "ResNet vs GPT-J; same broad refactor theme only." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." + "reason": "GPT-Neo and ResNet are unrelated concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT output-tracing refactors are different model-specific changes." + "reason": "ResNet and MPT are different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM output-tracing refactor; not the same underlying change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + "reason": "GPT-Neo vs Flaubert/XLM are different model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different code paths, despite similar refactor style." + "reason": "MPT and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + "reason": "GPT-Neo and GPT-J are different model files and code paths." }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", + { + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and GPT-J are different model-specific changes." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J versus MGP-STR: different concrete implementations." + "reason": "GPT-Neo and MGP-STR are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 output tracing and MGP-STR output tracing are not the same underlying bug/change." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models and code paths." + "reason": "ViLT and Flaubert/XLM are different concrete model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-2 and GPT-J/CodeGen are different code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model implementations." + "reason": "SegFormer and VisualBert are separate model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and LongT5 are different architectures; same refactor theme is not enough." + "reason": "VisualBert and Flaubert/XLM are different concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "Segformer output tracing and GPT-J/CodeGen output tracing are unrelated changes." + "reason": "RegNet and SegFormer are unrelated model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and VisualBert are distinct model code paths." + "reason": "MPNet and LongT5 are different model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MPT are different model-specific changes." + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and MGP-STR are unrelated models." + "reason": "RegNet and GPT-Neo are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and VisualBert are different model families and changes." + "reason": "RegNet and LongT5 are separate code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "Segformer and MPT are unrelated code paths." + "reason": "SqueezeBert and MPT are different model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different models." + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and LongT5 are unrelated implementations." + "reason": "SqueezeBert and GPT-Neo are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 and MPT are different model-specific refactors." + "reason": "SqueezeBert and DeBERTa are separate model implementations." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and GPT-2 are different model code paths." + "reason": "DeBERTa and TextNet are unrelated concrete changes." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated model implementations." + "reason": "FocalNet and ImageGPT are different model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models." + "reason": "SegFormer and LongT5 are separate model implementations." }, { - "left": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are different code paths." + "reason": "VisualBert and LongT5 are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and Segformer are different model families." + "reason": "TextNet and LongT5 are separate model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models; same tracing pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and MPNet are unrelated model-specific changes." + "reason": "GPT-Neo and SpeechT5 are different model code paths." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are different implementations." + "reason": "MPT and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet/ViLT-style tracing and Flaubert/XLM are not the same concrete change." + "reason": "TextNet and Flaubert/XLM are different concrete changes." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model code paths." + "reason": "SqueezeBert and GPT-Neo are separate model code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different model families." + "reason": "SegFormer and LongT5 are different model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "VisualBert and LongT5 are unrelated concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are different model-specific refactors." + "reason": "TextNet and LongT5 are different model code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated implementations." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44010", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model code paths." + "reason": "GPT-2 and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are different models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are separate model implementations." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated code paths." + "reason": "GPT-Neo and SpeechT5 are separate concrete changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa v2 are different models; not the same bug/change." + "reason": "MPT and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa v2 and TextNet are unrelated model-specific refactors." + "reason": "MPT and ImageGPT are different model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different model families and different concrete changes." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in modeling_gptj.py; they are the same underlying refactor, with 44722 just broader." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The cluster summary matches the packet, the chosen issue/PR are supported by the shared GPT-J/CodeGen refactor trail, and the accepted soft-edge pairs are same-model, same-file iterations that look mergeable into one bugfix PR." + "feedback": "The summary is grounded in the packet: it correctly treats this as a mostly model-specific standardized-tracing cluster and only elevates the GPT-J and GPT-Neo overlaps. The accepted soft-edge pairs are conservative enough and the paired changes look mergeable as the same bugfix within the same model code paths." }, "evaluator_used": true, "retried": false, @@ -22548,7 +22479,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 36, + "component_count": 37, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22572,14 +22503,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "42fa96e5523c32b94020ebee50bcc48bc53d8e095939af9c9df6c1f1a4f7ddbe", + "prepared_review_unit_hash": "0841b62c491bbe264ad8ad0b0aacc5bb77d3dd30ed343b278747c30728e65294", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, @@ -22594,42 +22525,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are separate model-specific refactors to standardized output tracing/capture patterns, not duplicates of one another. They share a theme, but each PR targets a different model implementation and code path.", - "confidence": 0.93, + "summary": "These are model-specific refactors to standardized output tracing/capture across different architectures, not duplicate fixes for the same underlying bug or change. The shared theme is high-level only; each PR touches a different model code path.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit linked issue, a focused output-tracing refactor, and concrete model code changes rather than just a generic migration title.", + "canonical_pr_reason": "44074 is the best cluster representative: it is a clear, self-contained example of the standardized output-tracing refactor and includes both model code and tests, making it more complete than the smallest model-only variants.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best single exemplar of this cluster because it is the most grounded in a specific issue and clearly implements the standardized output capture change in one model.", + "best_pr_reason": "44074 is the strongest representative of the pattern, but it is still only one model-specific refactor among several unrelated ones.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different code paths; not plausibly one merged PR." + "reason": "Same refactor pattern, but different models (VisualBert vs TextNet) and different code paths. Not the same concrete change and not something to merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing migrations, but for different model families and implementations; no same underlying bug or change." + "reason": "Both standardize output tracing, but MPNet and VisualBert are separate implementations with different tracing hooks. Similar theme is not enough for duplication." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model codebases with separate refactors; similar pattern only, not the same concrete fix." + "reason": "MPNet and TextNet are unrelated model-specific refactors. They share an output-capture migration theme, but not the same underlying bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; these are separate refactors, not duplicates." + "reason": "RegNet and SqueezeBert are different models with separate forward logic. These are parallel cleanup changes, not duplicate PRs." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are distinct model paths with independent changes." + "reason": "SqueezeBert vs SpeechT5; both use the new output-capture utilities, but they affect different concrete code paths and would not be merged as one fix." } ] }, @@ -22643,7 +22574,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22709,274 +22640,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "ab3d0a87fc389948b7ea96a34efe07cc62e873db48e4cf928934f0b1346ef6dd", + "prepared_review_unit_hash": "222a6615c6d30f60564cfc2982bddd3bd30718b3a0b6652838bf3b5b3f6e51ac", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40180, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate refactor PRs across different model implementations. They all share the same output-tracing theme, but they are not the same concrete code change, so none of the soft edges should be merged as duplicates.", - "confidence": 0.93, + "summary": "These PRs are all model-specific \"output tracing\" refactors, but they are not duplicates of one another: each one changes a different model implementation and code path, so they should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster: it has the broadest concrete implementation change, spans two related model files, and adds the output-capture plumbing rather than only a small decorator/import tweak.", + "canonical_pr_reason": "No single PR is a true duplicate representative; the cluster is a collection of independent model-specific refactors.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best global representative because it is the most substantial and structurally complete output-tracing refactor in the set.", + "best_pr_reason": "PR #44003 is the best representative of the set because it makes a broader, closely related change across two Mamba-family implementations and shows the core refactor pattern clearly.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; same refactor pattern, but not the same underlying code path or change." + "reason": "Different model families and forward paths; same refactor theme is too broad." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both adjust output tracing, but for unrelated model implementations; too broad to treat as duplicates." + "reason": "Different architectures and outputs; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models and execution paths; this is a shared refactor style, not one mergeable change." + "reason": "Unrelated model code paths; only the naming/theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs mamba/falcon-mamba are separate code paths; not the same bug or change." + "reason": "Separate backbone vs Mamba-family implementations; not mergeable as one fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model code paths; similar decorator/import refactor only." + "reason": "Different models and output mechanics; not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; only the refactor pattern matches." + "reason": "Different model families; same refactor pattern does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model classes and outputs; not a single underlying fix." + "reason": "MobileNet vs UperNet are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families; similar tracing cleanup but not the same code-path problem." + "reason": "Different model families and files; no shared concrete defect." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 is unrelated to the encoder-decoder wrapper refactor." + "reason": "Separate model wrappers; not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Unrelated model implementations; same theme, different changes." + "reason": "Vision and speech encoder-decoder wrappers are distinct implementations." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different code paths; no shared underlying defect." + "reason": "Different model families and execution paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and files; not mergeable as one concrete fix." + "reason": "Different models; only the refactor template is similar." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; the overlap is only the tracing refactor pattern." + "reason": "No shared code path or concrete bug; just the same tracing refactor theme." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and code paths; not the same change." + "reason": "Different model implementations; not a single duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated implementations; too broad for duplicate treatment." + "reason": "Different models and modules; same broad subsystem is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and outputs; similar refactor style only." + "reason": "Unrelated code paths; cannot be merged as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different code paths; not one underlying bug or patch." + "reason": "Different model families and files; no same underlying bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated; the commonality is just output-tracing cleanup." + "reason": "UperNet and RWKV are unrelated implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model code paths; not the same concrete change." + "reason": "Separate model families; same refactor pattern is not a duplicate." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba refactor vs SuperPoint refactor are unrelated model changes." + "reason": "Mamba-family tracing changes vs SuperPoint are different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems and implementations; the similarity is only the refactor theme." + "reason": "Different model architectures and forward semantics." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are different models and code paths." + "reason": "Backbone refactor vs CodeGen attention/cache logic; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated; no shared fix." + "reason": "UnivNet and CodeGen touch unrelated forward behavior." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate implementations; not duplicates." + "reason": "Different models and concrete code paths." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen touch different model families and logic." + "reason": "Different model families; only the refactor label overlaps." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are unrelated code paths; similar tracing refactor only." + "reason": "Depth Anything vs VisionEncoderDecoder are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different models and wrapper logic; not the same underlying change." + "reason": "Depth model refactor vs speech encoder-decoder wrapper; not a duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth models vs SuperPoint are separate implementations; no duplicate bug." + "reason": "Different model families and outputs." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; shared output-tracing pattern is too broad." + "reason": "Different architectures and tracing paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated; not one mergeable PR." + "reason": "Depth Anything and DPR are unrelated code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are different code paths; same refactor concept only." + "reason": "Vision and speech encoder-decoder wrappers are distinct implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are still separate model implementations and changes." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not the same concrete bug or fix." + "reason": "Separate code paths and output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated implementations." + "reason": "Different model families and behavior." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." + "reason": "Speech encoder-decoder vs SuperPoint are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and logic; only the tracing cleanup matches." + "reason": "Different model implementations and output handling." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate code paths; not duplicates." + "reason": "Separate wrappers with different forward logic." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; same broad refactor theme only." + "reason": "Different model families and concrete code paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model implementations with different underlying behavior." + "reason": "SuperPoint and DPR are unrelated changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different subsystems; no shared concrete fix." + "reason": "RWKV and DPR fix different model-specific logic." } ] }, @@ -22990,7 +22921,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23006,12 +22937,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "4d5019982264051cf2fdacbe8fd0e197cbab17d369111b6b56d5568870f9b763", + "prepared_review_unit_hash": "a5e67cfe746a42d7cfac91ff59dd9616eaddb4674f1b55dd26aafafa2624af91", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23019,7 +22950,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23028,18 +22959,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only standard Transformers scaffolding, not the same underlying change.", - "confidence": 0.98, + "summary": "Two distinct model-addition PRs: one for PenguinVL and one for Voxtral TTS. They share boilerplate Transformers integration files, but they target different models, codepaths, and test suites, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44662 is the stronger representative artifact: it is a complete, non-draft model implementation with substantial review activity and a full test/docs footprint.", + "canonical_pr_reason": "PR #45401 is the cleaner representative: it has an explicit issue target, a focused model-specific scope, and a self-contained implementation for Voxtral TTS.", "best_issue_reason": null, - "best_pr_reason": "PR #44662 is the best single PR to anchor the cluster because it is the most mature and fully developed implementation; #45401 is draft and targets a different model.", + "best_pr_reason": "PR #45401 is the best standalone representative because it is narrowly scoped, issue-linked, and clearly centered on one concrete model integration.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with distinct codepaths and filenames (PenguinVL vs Voxtral TTS). Shared auto-registration and docs updates are boilerplate, not evidence of the same fix/change." + "reason": "Different underlying additions: PenguinVL vs Voxtral TTS. The overlap is only in shared Transformers plumbing and docs, not the same concrete bug or mergeable change." } ] }, @@ -23053,7 +22984,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23069,7 +23000,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8140e8205cf8fb5d9594eb473815787717cdfa4b7442f4a50681d9a69e38f8fa", + "prepared_review_unit_hash": "dbbce400192a478c93db3da49549240036df4fee96c6384e0304f328db7e963e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23091,18 +23022,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one rewrites a documentation workflow into a draft-conversion workflow, while the other switches CI to a smaller runner group and includes unrelated code/test changes.", + "summary": "The two PRs are not duplicates: #44965 is a draft-conversion workflow change, while #46845 is a CI-routing/test PR with an unrelated model_utils edit. They do not look like the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the diffs target different code paths and purposes, so they should remain separate PRs.", + "canonical_pr_reason": "No canonical PR for this cluster: the PRs target different code paths and purposes, so there is no single underlying change to represent.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the more representative standalone change because it has a clear CI-focused scope and broader concrete edits, but it is not a duplicate of PR 44965.", + "best_pr_reason": "If one must be picked, #46845 is slightly more representative because its title and diff are more specific, but it is still not a duplicate of #44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Reject: the workflow rewrite to convert PRs to draft and the smaller-group CI change touch different functionality and are not the same underlying change." + "reason": "Reject: #44965 changes the PR documentation workflow to convert PRs to draft, while #46845 changes CI branch selection and includes an unrelated modeling_utils tweak; they are not the same bug or change." } ] }, @@ -23116,7 +23047,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23132,12 +23063,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "66fce3c12a4b4f4fbe1b9cd4d96189a0a939a0e6b7ed674e8689dfd09bc21c45", + "prepared_review_unit_hash": "4c32e5577d526f6823409959c021515fbd8307c7773c971dfb72572f89c49162", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23145,7 +23076,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23154,18 +23085,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically around fusion, but they implement different layers: one adds a standalone Module Fusion API, while the other wires n-to-1 kernel fusion through KernelConfig and integration points. They should not be deduplicated.", - "confidence": 0.89, + "summary": "These are related fusion-infrastructure PRs, but they target different layers: one adds a standalone module fusion API, the other adds KernelConfig-driven n-to-1 kernel fusion integration. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the better canonical representative because it touches the main user-facing fusion plumbing (KernelConfig, modeling utilities, integrations) and appears to be the broader change in the cluster.", + "canonical_pr_reason": "PR #44979 is the more canonical representative of the cluster because it introduces the core module-fusion abstraction itself, while #45363 is a separate integration layer built on top of fusion concepts.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best PR candidate for the cluster since it is the more central and complete fusion feature implementation; PR #44979 is a separate API addition in a different code path.", + "best_pr_reason": "PR #44979 is the best PR to represent the cluster if choosing one, since it defines the foundational API rather than a specific downstream kernel-fusion workflow.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: #44979 adds a new generic Module Fusion API and tests, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration/modeling changes. They are related concepts but not the same concrete code-path fix and would not plausibly merge as one PR." + "reason": "Different concrete changes: #44979 adds a new module fusion API and tests; #45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. Related theme, but not the same underlying bug or mergeable change set." } ] }, @@ -23179,7 +23110,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23195,7 +23126,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "97e5bd7a6615ddc9024a522c1655e3c3294df549ea8e23f45ebbfdf85da3070a", + "prepared_review_unit_hash": "d66eae6773fc113faabab5f015c8a74fbae7a406431a9807ce069b041fd27a67", "component_budget": { "node_count": 2, "item_count": 2, @@ -23217,18 +23148,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete duplicate with added test coverage.", + "summary": "Both pull requests address the same _patch_mistral_regex AttributeError in Mistral tokenization, with nearly identical code changes in the same file; 45317 is the more complete version because it adds tests as well.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger representative: it implements the same code-path fix as 45086 and also adds a test, making it the more complete PR.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError as 45086 and also includes test coverage, making it the more complete patch.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR to keep because it addresses the same underlying bug as 45086 with additional validation and fuller context.", + "best_pr_reason": "PR 45317 is the strongest standalone representative of the change set: same code-path fix, same target issue, plus tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug and same fix in the same file; 45317 appears to be an expanded version of 45086 with test coverage, so these are mergeable duplicates." + "reason": "Same underlying bug in _patch_mistral_regex, same file, nearly identical fix, and both target the same issue; they could plausibly be merged into one PR." } ] }, @@ -23242,7 +23173,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23258,7 +23189,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "fb88b6c956b1c57f71d1116b9bdfa587ace06e49c439da6aba5e4ce84e79d475", + "prepared_review_unit_hash": "77bdf90ce8e4f97c627538e45381630eeb50e1c77ad2f3013dc660e2ceb77ea2", "component_budget": { "node_count": 2, "item_count": 2, @@ -23280,18 +23211,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs overlap in model-registration files, but they address different changes: one is a refactor/conversion-mapping update, the other is a broader model split and documentation refresh. They are not the same underlying change.", - "confidence": 0.89, + "summary": "Two open PRs touch NemotronH, but they target different changes: one is a focused conversion-mapping/inheritance refactor, the other is a broader model split into NemotronHDense/NemotronHSparse plus docs/tests. They are related but not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the more representative NemotronH change set because it introduces the new dense/sparse model variants plus the user-facing docs and tests, whereas #45115 is a narrower refactor around inheritance and conversion mapping.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, higher-level implementation work: it introduces the new NemotronHDense/NemotronHSparse model split, updates docs/auto mappings, and includes tests. PR #45115 is a narrower follow-up focused on conversion mapping and inheritance plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best single PR for the cluster: it covers the main functional product change and includes the broader follow-on integration work. PR #45115 is smaller and focused on internal refactoring.", + "best_pr_reason": "PR #45569 best represents the cluster\u2019s underlying work on reorganizing NemotronH into a cleaner model structure. PR #45115 is useful but too narrow to serve as the main representative change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH plumbing files, but the concrete changes differ: #45115 is about conversion mapping and refactoring NemotronH to inherit GraniteMoeHybrid, while #45569 adds dense/sparse model packages, docs, auto-mapping updates, and tests. These are related but not the same fix/change, and would not naturally collapse into one PR." + "reason": "Shared NemotronH files do not make these the same change: #45115 is mainly conversion-mapping and class refactor work, while #45569 is a broader model split with docs and tests. They could not plausibly be merged as one PR without conflating distinct changes." } ] }, @@ -23305,7 +23236,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23321,7 +23252,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "399c9f7e2273fd57194a5697d97bd27fb8316fe878cc170d1db541caf30dbf7a", + "prepared_review_unit_hash": "cf921812122397ad55933793798d5621b6a3eefa52535a64771643674ced091d", "component_budget": { "node_count": 2, "item_count": 2, @@ -23343,18 +23274,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closely related open PRs for heterogeneous model support, but one is a broader superset of the other rather than the same change.", - "confidence": 0.78, + "summary": "Two overlapping feature PRs for heterogeneous-model support, but PR 45333 is a narrower configuration-only slice while 45332 also adds modeling integration and cache/masking changes. They are related, not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the more complete umbrella change: it includes the per-layer configuration work plus the modeling/runtime pieces and the associated tests/docs.", + "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader, more complete implementation of heterogeneous model support and subsumes the configuration work.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best representative of the cluster because it covers the full heterogeneous feature set and subsumes the narrower configuration-only PR.", + "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster: broader scope, more files touched, and it includes the actual modeling-path changes in addition to per-layer config support.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They overlap heavily, but #45333 is configuration-only while #45332 adds additional modeling/runtime support and extra tests. This looks like a parent/superset relationship, not the same concrete PR change that should be deduplicated." + "reason": "Reject: both are about heterogeneous support, but 45333 is only the per-layer configuration subset while 45332 also changes modeling/runtime paths. They are overlapping feature PRs, not the same exact change that should be merged as duplicates." } ] }, @@ -23368,7 +23299,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23384,40 +23315,40 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b54dfa3e164ee54a1c74026d4d3d1ccecc71947309d459281764efbada1ebff5", + "prepared_review_unit_hash": "d809076859fc03ac0e0d00c0887209b35659c20d9cb79cd88e61a05c3b6c030c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, - "estimated_input_tokens": 1379, - "estimated_eval_tokens": 3014 + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related pull requests, but they address different scopes and goals: PR 45415 is a broad type-checking sweep across many files, while PR 45425 adds specific typing protocols/aliases for shared utilities. They are related, but not the same underlying change.", - "confidence": 0.89, + "summary": "Both pull requests are typing-focused cleanups in transformers, but they address different scopes: one is a broad type-checking sweep across many files, while the other is a narrower typing chore centered on modeling_utils and related helpers. They are related in theme, not duplicates.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change; PR 45415 is a much broader repository-wide type-checking pass and not the same fix.", + "canonical_pr_reason": "PR 45415 is the broader, more representative typing-sweep across many transformer modules and is the better cluster anchor than the narrower follow-up-style typing change in 45425.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative of the cluster because it has a narrower, coherent purpose and is less likely to conflate unrelated typing cleanup with a specific code-path typing adjustment.", + "best_pr_reason": "PR 45415 is the best global representative because it spans the larger cross-module typing effort and is more likely to reflect the main change in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing work and share a few files, but 45415 is a broad multi-file type-checking enablement while 45425 adds specific typing helpers/protocols. Different underlying changes, so they should not be merged as duplicates." + "reason": "They both concern typing cleanup, but they do not appear to fix the same concrete code-path problem or be mergeable as one PR. 45415 is a broad type-checking pass over many files; 45425 is a targeted typing update around _typing/modeling_utils/PEFT/flash-attention helpers." } ] }, @@ -23431,7 +23362,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23447,12 +23378,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f66d411c18d09a2438492b8826f7837cd519534c4da694c62852fbb2894b0c91", + "prepared_review_unit_hash": "d0219fb8606fa44c16b739273b74241482460cd2b6a56640140d038a195370b7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -23460,7 +23391,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -23469,18 +23400,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch expert-parallel loading, but they address different failure modes: one fixes accelerate/DeepSpeed ZeRO-3 loading by preserving distributed_config and adding has_ep, while the other fixes FSDP2 expert parameters being overwritten by rank-0 broadcast.", - "confidence": 0.91, + "summary": "Both pull requests concern expert-parallel model loading, but they fix different failure modes: one adds distributed config serialization and a `has_ep` helper for accelerate/ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative of the cluster because it targets the more concrete expert-parallel parameter-loading corruption path and has the broader distributed loading fix surface.", + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the expert-loading path, with targeted code changes across the loading stack.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone change: it addresses a specific, user-visible correctness bug in expert parameter loading and does so across the relevant loading code paths.", + "best_pr_reason": "PR #45662 is the strongest standalone fix: it has a specific failure mode, a clear mechanism (rank-0 broadcast overwriting experts), and a focused patch that plausibly should be merged on its own.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related subsystem, but not the same underlying bug. #45548 is about preserving distributed config / has_ep for EP + DeepSpeed ZeRO-3 loading, while #45662 prevents expert tensors from being overwritten by rank-0 broadcast under FSDP2." + "reason": "They share the broad EP/loading area, but #45548 is about preserving distributed config and exposing EP state for accelerate/ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 broadcast. Different bugs and different code paths." } ] }, @@ -23494,7 +23425,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23510,12 +23441,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "baff17e0f64193f6252c084db54e52d84460005fedb1966233abfc839e59c21a", + "prepared_review_unit_hash": "8917044c2091d2a72e12c86061fab970194e27a65eb9b5d0d952149a471e08c1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4670, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23523,7 +23454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4670, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -23532,18 +23463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist/captured_info logging collision problem for issue #45561; PR 45645 is the more complete fix because it also updates CI collection of the split log files.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best representative because it includes the core xdist-safe testing_utils change plus the CI workflow update needed to gather multiple captured_info files.", + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is essentially a superset of 45639, adding CI log collection for the new per-worker files.", + "confidence": 0.93, + "canonical_issue_reason": "Both PRs target the same issue (45561) and fix the same underlying xdist collision in patched testing debug logs / captured_info artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils fix from 45639 and also updates CI workflow handling so the new per-worker log files are still collected.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall candidate: it addresses the underlying log-file collision and the downstream artifact consumption path, making it the most complete fix.", + "best_pr_reason": "PR 45645 is the most complete implementation of the xdist-safe captured_info change and preserves downstream CI behavior, so it is the best representative PR.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "They fix the same concrete xdist captured_info collision in the same helper code path; 45645 extends the same fix with CI log aggregation, so these are the same underlying change family." + "reason": "Both PRs fix the same concrete bug path: xdist collisions for captured_info debug logs. 45645 extends the same fix with workflow changes, so they could plausibly be merged into one PR." } ] }, @@ -23557,7 +23488,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23573,7 +23504,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "789d1b8de7eceba16ddc8d3a686ce9b33e6206256d03bc35cfc26bc00d8d37bb", + "prepared_review_unit_hash": "7233e689307c1e6bb078138362600aa8ac239ac8ef9d7dd239d6679e500e08cc", "component_budget": { "node_count": 2, "item_count": 2, @@ -23595,18 +23526,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both linter/chore PRs touching model code, but they implement different rules for different behaviors: TRF003 vs TRF018. They do not look like the same underlying fix and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: one implements TRF003 for tuple-return behavior across model forward methods, while the other implements TRF018 for modeling weight initialization behavior. They overlap only in broad Transformers modeling files, not in the same concrete change or bug.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs target different lint rules and different code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46259 is the better standalone representative because its title and diff are more directly about a concrete modeling rule change, but it is still separate from #45720.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: different lint rules and different edits. #45720 adds can_return_tuple / removes return_dict in several forwards; #46259 changes _init_weights behavior across many models. Same broad area, but not the same bug or change." + "reason": "Different linter rules and different code-path changes: TRF003 adjusts forward return behavior, while TRF018 changes model weight initialization. Shared model files are incidental and not evidence of the same fix." } ] }, @@ -23620,7 +23551,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23686,7 +23617,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23705,12 +23636,12 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "209947b9998213cf736fc1213ce9693dd29cba5b12e8877cdb3a64fec6f16f78", + "prepared_review_unit_hash": "53c9beea2a802a11090e51fa1bed72a3eb3822efd2ec1182672eba74354094ad", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7882, + "serialized_chars": 7881, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23718,7 +23649,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7882, + "serialized_chars": 7881, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -23727,30 +23658,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open PRs with similar test/CI vibes, but they target different changes: a grafana/testing branch with model tweaks, a broad test migration, and a PEFT integration CI branch. They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "These three PRs are only loosely related by CI/test infrastructure and are not the same underlying change. They target different areas: a grafana/testing workflow tweak, a broad test migration, and a PEFT integration CI update.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46891 is the most focused and self-contained of the set: it centers on PEFT integration CI wiring, whereas the other two are broader test/migration or mixed workflow/model changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46891 is the best representative only because it has the clearest single-purpose scope; the others are more sprawling and less canonical.", + "best_pr_reason": "PR 46891 is the most narrowly scoped and coherent of the three, focused on PEFT integration CI, while the others are broader or clearly unrelated experiments.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test/CI-oriented, but one is a grafana/testing branch with model-file edits while the other is a broad test migration. They do not appear to fix the same concrete bug or implement the same change." + "reason": "Both are test/CI-related, but one is a grafana/testing workflow and model mapping tweak while the other is a broad test migration; they do not fix the same concrete problem." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "They both touch the PR CI workflow, but the substantive changes are different: 45932 includes model/config edits for a grafana/testing branch, while 46891 is specifically about PEFT integration CI. Similar infrastructure alone is not enough." + "reason": "Shared CI workflow editing is too broad to imply duplication; 45932 is a grafana/testing experiment plus model changes, while 46891 is a PEFT integration CI change." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "One is a wide test migration across model tests; the other is a PEFT integration CI update. They share a testing theme but not the same underlying code-path problem or mergeable change." + "reason": "These touch different test surfaces and purposes: altclip/vit kernel test migration versus PEFT integration CI. No shared bug or mergeable single change." } ] }, @@ -23764,7 +23695,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23780,12 +23711,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "aa2e5be47d291e91f3f2744a7e7c4ea507881d1b8ae048bdbf899c18957a62a8", + "prepared_review_unit_hash": "06762fbdcc6c479b228fd37d18470106fb3d7dba2ecb212c0bc6ce41799b0bad", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23793,7 +23724,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -23802,18 +23733,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: PR #46126 is a focused EP/Trainer integration change, while PR #46269 is a broad distributed branch base touching many unrelated areas and CI. They overlap in a few distributed files, but the underlying changes and merge intent are different.", - "confidence": 0.94, + "summary": "These are not duplicate PRs: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated distributed/FSDP/modeling updates. Shared filenames alone are not enough to make them the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained change centered on EP + Trainer integration. It has a narrow code-path focus and is a better representative artifact than the broad branch-base PR.", + "canonical_pr_reason": "PR #46126 is the more canonical representative because it is narrowly scoped to EP + Trainer integration and a specific distributed code path, whereas #46269 is a broad base-branch PR spanning many unrelated distributed changes.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it describes a concrete feature/integration change. PR #46269 is too broad and heterogeneous to serve as the canonical change for this pair.", + "best_pr_reason": "PR #46126 is the best fit for the cluster\u2019s concrete theme since it targets a specific feature integration; #46269 is too wide-ranging to serve as a clean canonical change.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: shared filenames are not enough here. #46126 targets EP/Trainer integration, while #46269 is a large distributed base branch with CI and many unrelated edits; they do not appear to fix the same concrete code-path problem or be mergeable as one PR." + "reason": "Reject: the PRs do not appear to fix the same concrete problem. #46126 is a targeted EP/Trainer integration PR, while #46269 is a large distributed branch base touching many areas (FSDP, modeling, integrations, CI). Shared distributed filenames are incidental, not evidence of one mergeable change." } ] }, @@ -23827,7 +23758,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23879,208 +23810,196 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "f5df8ff8bc2f3764dba0a1fdf5d266d2f185d86fc49190c951159e5e578a34c0", + "prepared_review_unit_hash": "fde05b75aa575f0e080b8ed56af24affebe6da1ccfb23cf697b4488ee16ce46b", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25926, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, - "estimated_input_tokens": 6483, - "estimated_eval_tokens": 13222 + "serialized_chars": 25926, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated workflow-maintenance PRs. The only partial theme is several independent edits to .github/workflows/pr-ci-security-gate.yml, but they change different behaviors (checkout/diff checks, permissions, reusable-workflow secrets, comments), so they are not duplicates.", - "confidence": 0.74, + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs. The only tight subgroup is the pr-ci-security-gate changes, but those are complementary hardening edits rather than the same duplicate fix.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46554 is the most substantive and representative security-gate change; the other security-gate PRs are narrower follow-ups, and the remaining PRs touch unrelated workflows.", + "canonical_pr_reason": "PR #46554 is the most substantive, concrete security-gate change in the cluster; the other PRs are either unrelated workflow updates or smaller follow-up tweaks/comments around the same file.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46554 best represents the only coherent subcluster because it changes the actual gate logic, not just surrounding permissions or comments.", + "best_pr_reason": "#46554 is the best representative PR because it implements an actual code-path fix in the security gate workflow, whereas the others are narrower permission/comment/secrets adjustments or unrelated workflows.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behaviors; no shared bug or change." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security checks for pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files; unrelated maintenance changes." + "reason": "Unrelated workflow changes; one fixes shell input passing, the other changes PR CI security-gate permissions/approval behavior." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Self-comment CI update vs security-gate comment change; unrelated." + "reason": "Different workflow and different purpose; adding a safety comment is not the same change as fixing comment input handling." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow areas and different fixes." + "reason": "Different workflows and different issues; no shared concrete code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files; not the same underlying problem." + "reason": "Both adjust shell handling, but in different workflows and for different commands; not the same underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH-runner hardening vs benchmark trigger change; unrelated." + "reason": "Completely different workflow files and unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows with different purposes; no duplicate bug." + "reason": "SSH runner hardening is unrelated to anti-slop permission scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflows and different fixes; no same-bug overlap." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "SSH-runner changes are unrelated to security-gate logic." + "reason": "Security-related, but one hardens SSH runner setup and the other changes PR CI gate logic; not the same change." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different code paths." + "reason": "Different workflow and different security issue; not duplicative." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop vs benchmark workflow; unrelated." + "reason": "Both are workflow edits, but they address different jobs and different behaviors." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Two separate workflow updates; no shared underlying change." + "reason": "Different workflow concerns: anti-slop permissions vs reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct edits." + "reason": "Unrelated workflows and fixes; no shared concrete bug." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow changes in different files." + "reason": "No overlap beyond being workflow files; the changes solve different problems." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers vs benchmark workflow; not duplicates." + "reason": "Different workflows and behavior changes; not the same underlying issue." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and separate maintenance tweaks." + "reason": "One adjusts reviewer assignment checkout target, the other shell-guards a build-image trigger; unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers edit is unrelated to security-gate logic." + "reason": "Different workflow jobs and different failure modes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger vs CI image tag detection; different fixes." + "reason": "Different workflows and unrelated changes; no same code-path problem." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behavior changes." + "reason": "Benchmark trigger support is unrelated to PR CI security-gate logic." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "CI image-tag parsing vs security-gate checks; unrelated." + "reason": "Both involve workflow shell snippets, but they fix different commands in different pipelines." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated changes." + "reason": "Different workflows and different changes; not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but one adds diff-based gate checks while the other changes permissions/approval flow; separate fixes." + "reason": "Same workflow file and same security theme, but the changes are complementary hardening steps, not the same concrete fix." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Logic change vs comment-only note; not the same change." + "reason": "One adds real security checks; the other only adds explanatory comments about safety." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different security-hardening changes in the same workflow, but not the same concrete fix." + "reason": "Both touch the security-gate workflow, but one checks changed files and the other removes inherited secrets; different code-path problems." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval change vs comment-only note; unrelated." + "reason": "Permissions/approval gating is not the same change as adding safety comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Changing permissions and changing inherited secrets are different fixes." + "reason": "Different security hardening concerns in the same workflow file; not the same underlying fix." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only clarification vs secrets inheritance change; not duplicates." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and unrelated changes." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "CI image parsing change vs security-gate secrets change; unrelated." + "reason": "A comment-only clarification is not the same as changing secrets inheritance." } ] }, @@ -24094,7 +24013,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24110,7 +24029,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "0caf521bc6107c629ee888129cf7497b02283cb9685ffc175ac4062cd5b8d9fa", + "prepared_review_unit_hash": "b7fe947809115619d9400a4c087fcff8aee2fd1127cd0476d2602091148d691a", "component_budget": { "node_count": 2, "item_count": 2, @@ -24132,18 +24051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically related PRs about replacing brittle file-open source inspection with safer source retrieval, but they fix different code paths in different modules and are not duplicates.", - "confidence": 0.91, + "summary": "Both PRs try to remove brittle source-file opening, but they fix different code paths in different modules: import-utils helpers vs. attention-implementation detection. They are not the same underlying change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative because it is a focused fix in the attention-implementation path, includes tests, and has a clearer concrete behavior change than the more generic self-source reading cleanup in PR 46152.", + "canonical_pr_reason": "PR 46207 is the more self-contained behavioral fix, with explicit tests around `_can_set_attn_implementation`; it is a cleaner representative of this cluster than the broader import-utils refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone PR in this cluster: it targets a specific runtime heuristic, is easier to validate, and appears more directly tied to an actual bug/robustness issue than PR 46152.", + "best_pr_reason": "PR 46207 best represents the cluster because it has a concrete functional target and test coverage, whereas PR 46152 is a utility-level source-resolution change in a separate area.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() for source inspection, but they touch different modules and different behaviors: import_utils self-source resolution vs modeling_utils _can_set_attn_implementation. Shared theme is not enough to treat them as the same change or underlying bug." + "reason": "Different underlying bugs/code paths: one changes import-utils source traversal, the other changes modeling_utils attention-implementation detection. Similar motivation, but not mergeable as one PR." } ] }, @@ -24157,7 +24076,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24220,7 +24139,70 @@ { "label": "pull_request", "component_index": 31, - "component_count": 36, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "fc0823a6b8f892e2170b1a8eaa602c0cb66fe163abb278f09566f544e3f72af6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address path-traversal hardening, but they target different untrusted inputs and different loader code paths: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` in config. They are related security fixes, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46281 is the better canonical representative because it fixes a concrete, well-scoped traversal bug in the sharded-checkpoint loader (`hub.py`) with direct containment checks on shard paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46281 is the strongest standalone representative for this cluster: it addresses a specific code-path vulnerability, has a clear threat model, and is easier to anchor as the primary fix than the more general config-field hardening in #46890.", + "soft_edge_verdicts": [ + { + "left": "Fix path traversal in sharded-checkpoint loader via the index weight_map", + "right": "Reject path traversal in the `transformers_weights` config field", + "accept": false, + "reason": "Same vulnerability class, but different sources of untrusted paths and different code paths; they would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24236,7 +24218,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "b53e5fc11366d751a86ac0eaf06c086c66eb10dd8d963400797a1d809fc90166", + "prepared_review_unit_hash": "36025a8ac92a0d6252260dddeafe2e4bfa1daad41e63d325a365cb294e3d97e0", "component_budget": { "node_count": 2, "item_count": 2, @@ -24258,18 +24240,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same off-by-one bug in the right side of the sliding window mask (`-dist <= right_window_size` vs `<`). PR 46546 is the broader, more complete change set; PR 46310 is a narrower moonshine_streaming-only variant of the same fix.", - "confidence": 0.91, + "summary": "Both PRs fix the same off-by-one right-window boundary bug in the sliding-window mask logic; 46546 is the more complete fix because it covers an additional affected model and adds tests.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the same Moonshine streaming boundary fix as 46310, adds the related Gemma4 implementation, and includes test coverage, making it the more complete change.", + "canonical_pr_reason": "PR 46546 is the better canonical PR because it applies the boundary fix to both Moonshine streaming and Gemma4 and includes test coverage, making it the more complete implementation of the same bug fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the best overall PR candidate because it subsumes the Moonshine streaming fix from 46310 and adds validation plus the analogous Gemma4 patch, so it is the most complete representation of the underlying change.", + "best_pr_reason": "PR 46546 is the strongest representative for this cluster: it addresses the same concrete boundary bug as 46310, but with broader coverage and tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Same concrete bug: the right-window boundary in the sliding mask is off by one in the same code path. 46546 is a superset of 46310 for Moonshine streaming and is plausibly merged as one fix set." + "reason": "Both PRs correct the same right-boundary off-by-one in the sliding window mask (`-dist <= right_window_size`), and they could plausibly be combined into one fix since 46546 includes the Moonshine change plus the same fix for Gemma4 and tests." } ] }, @@ -24282,8 +24264,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 36, + "component_index": 33, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24305,58 +24287,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46850" ], - "prepared_review_unit_hash": "422a418b01af6934245fb3ed7b6a300b76401eedc69052b9397cd4c1ff92e3dd", + "prepared_review_unit_hash": "f92788fb9c22f4270debdb4c090ef3bd67da695e452641653bad14445b014538", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14034, - "estimated_input_tokens": 3509, - "estimated_eval_tokens": 7274 + "serialized_chars": 14156, + "estimated_input_tokens": 3539, + "estimated_eval_tokens": 7334 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 14034, - "estimated_input_tokens": 3509, - "estimated_eval_tokens": 7274 + "serialized_chars": 14156, + "estimated_input_tokens": 3539, + "estimated_eval_tokens": 7334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: it contains five unrelated open PRs spanning continuous batching multimodal support, HunYuan VL model addition, RADIO model support, Nemotron Omni support, and a Gemma masking bugfix.", - "confidence": 0.98, + "summary": "All five items are unrelated pull requests spanning distinct features/fixes (continuous batching multimodal support, HunYuan VL, RADIO, Nemotron Omni, and Gemma masking), so there is no duplicate cluster here.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative; the items target different models/features and should remain separate.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different areas: continuous batching runtime changes vs adding a new multimodal model package. No shared bug or mergeable code-path fix." + "reason": "Different model/runtime areas: continuous batching multimodal support versus adding the HunYuan VL model and its docs/tests. Not the same code-path change." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Both touch model/runtime support, but one is multimodal continuous batching and the other is RADIO model implementation/conversion. Different concrete changes." + "reason": "One is a generation/continuous-batching engine change; the other adds RADIO model support. Broadly both touch Transformers, but they fix unrelated problems." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Distinct model families and tasks: RADIO support versus Nemotron Omni support. Not the same underlying change." + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and behavior; not mergeable as one fix." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model support is unrelated to Gemma 3/4 attention masking. Different code paths and purposes." + "reason": "RADIO model integration versus Gemma bidirectional attention masking bug. Different subsystems and no shared concrete defect." } ] }, @@ -24369,8 +24351,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 36, + "component_index": 34, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24386,12 +24368,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "38fbcf34facfac7638acaad881920eb87e6e19e259660685eef8e4d1029c3a6d", + "prepared_review_unit_hash": "3c66bd14e87d5f0baed792733e09209782e1999d576a666211aeb423a8905a8c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24399,7 +24381,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4410, + "serialized_chars": 4409, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24408,18 +24390,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated tokenizer fixes: one changes CodeLlama decode behavior to preserve real leading spaces, while the other updates AutoTokenizer routing for specific DeepSeek checkpoints that load the wrong tokenizer class.", - "confidence": 0.98, + "summary": "The two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode stripping, the other changes DeepSeek-Coder/DeepSeek-LLM tokenizer-class loading. They should not be deduplicated.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the cleaner canonical representative: it fixes one concrete decode-path bug in a single tokenizer and includes targeted test coverage.", + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and model families.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the strongest standalone PR in the cluster because the bug is narrowly scoped, the code change is localized, and the test coverage directly matches the failure mode.", + "best_pr_reason": "Neither PR is a good cluster representative; they are separate fixes rather than alternate solutions to the same issue.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decoding/space stripping vs DeepSeek checkpoint tokenizer-class selection. They should not be merged as duplicates." + "reason": "Different underlying problems: CodeLlama decode-space stripping versus DeepSeek tokenizer-class selection/loading." } ] }, @@ -24432,8 +24414,8 @@ }, { "label": "pull_request", - "component_index": 34, - "component_count": 36, + "component_index": 35, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24449,12 +24431,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "364f657fbc5ecfcccbbe43bcb4590f0480ec4f7660e6d4501560b5d42c924f57", + "prepared_review_unit_hash": "3175ff8588028bcf83b1758f52aa27115eeace1df526e79bf2ba2793f80e0eef", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24462,7 +24444,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24471,18 +24453,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Mistral PRs touch the same tokenizer/integration files, but they target different changes: one refactors by moving MistralConverter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap in subsystem and filenames, not in the same concrete bug or change.", - "confidence": 0.91, + "summary": "These are two different Mistral-related pull requests: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap on files because they touch the same subsystem, but they are not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantive, feature-oriented change centered on Mistral tokenizer behavior; #46603 is mainly a code relocation/refactor and looks like a separate prerequisite or cleanup.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best representative of the cluster because it contains the broader functional change and accompanying tests, whereas #46603 is a narrower structural move.", + "best_pr_reason": "PR 46604 is the more feature-complete Mistral change set, but it is not a duplicate of 46603; the two PRs address different code paths and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "They share Mistral tokenizer files, but #46603 is a refactor/move of MistralConverter while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete goals and not something that would naturally be one merged PR." + "reason": "Reject: 46603 is a refactor moving `MistralConverter` into a package, while 46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files are incidental; the concrete changes are different and would not plausibly be merged as one PR." } ] }, @@ -24495,8 +24477,8 @@ }, { "label": "pull_request", - "component_index": 35, - "component_count": 36, + "component_index": 36, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24514,7 +24496,7 @@ "pull_request:46741|pull_request:46773", "pull_request:46741|pull_request:46781" ], - "prepared_review_unit_hash": "48f235634dec52894e13b99b7f77cde0f7276a7368986507dc662990f358eb24", + "prepared_review_unit_hash": "be0202feeaf4315aef2a3a1f2f4a7c7ae02102e17ea1522d1479e2a4045f9f82", "component_budget": { "node_count": 3, "item_count": 3, @@ -24536,24 +24518,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar because they touch overlapping model code, but they fix different bugs: one is about Mamba2 chunked-prefill/speculative decoding, one about padding-mask handling for batch size 1, and one about QuantizedCache on hybrid models. No soft-edge duplicate should be merged.", - "confidence": 0.97, + "summary": "All three PRs are in adjacent linear-attention/cache areas, but they fix different bugs: chunked-prefill/speculative decoding state reuse, padding-mask application for batch size 1, and QuantizedCache construction for hybrid models. They should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the best anchor for the cluster only because it is the broadest cross-model fix and most likely to be the representative item, but it still addresses a distinct bug from the other PRs.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the strongest standalone representative: it has the widest scope, clear code-path changes, and the most explicit multi-model bug fix among the three.", + "best_pr_reason": "PR 46741 is the broadest and most central forward-path fix, spanning several affected model implementations, but it is still a distinct change from the other two PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "They share some model files, but the underlying problems differ: 46741 changes cache/precomputed-state flow for chunked prefill/speculative decoding, while 46773 fixes attention-mask application being skipped for batch size 1. Different code paths and different failure modes." + "reason": "Shared model files and linear-attention context, but the bugs differ: 46741 fixes cache reuse during chunked-prefill/speculative decoding, while 46773 fixes padding-mask logic being skipped for batch size 1." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "Different subsystems and bugs: 46741 is model forward-path logic for Mamba2-style decoding, while 46781 changes QuantizedCache construction in cache_utils for hybrid attention/SSM models. They are not the same fix." + "reason": "These touch different code paths: 46741 changes model forward/cache behavior, whereas 46781 changes QuantizedCache layer construction for hybrid SSM+attention models." } ] }, @@ -24566,8 +24548,8 @@ }, { "label": "pull_request", - "component_index": 36, - "component_count": 36, + "component_index": 37, + "component_count": 37, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24575,48 +24557,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46895-2", + "cluster_id": "cluster-46895-3", "nodes": [ "pull_request:46895", - "pull_request:46898" + "pull_request:46898", + "pull_request:46903" ], "soft_pairs": [ - "pull_request:46895|pull_request:46898" + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46903", + "pull_request:46898|pull_request:46903" ], - "prepared_review_unit_hash": "78f3cbde8e386af8c15bc81b441ee432c279d893ebb7927a5951273618cd2659", + "prepared_review_unit_hash": "401b1e1c70147f8d98c73b83a9e80d14bb9adfff8493c4d1d4f04d58a4f57069", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4434, - "estimated_input_tokens": 1109, - "estimated_eval_tokens": 2474 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7296, + "estimated_input_tokens": 1824, + "estimated_eval_tokens": 3904 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4434, - "estimated_input_tokens": 1109, - "estimated_eval_tokens": 2474 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7296, + "estimated_input_tokens": 1824, + "estimated_eval_tokens": 3904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs replace model-specific loss computation with direct CrossEntropyLoss, but they affect different models and code paths (CohereASR vs Florence2), so they are similar pattern fixes rather than duplicates.", - "confidence": 0.94, + "summary": "Three model-specific PRs all fix a similar training-loss double-shift pattern, but each targets a different architecture and code path, so they should be triaged separately rather than merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46895 is a clear representative of this fix pattern: it has a fully explicit title, an explicit issue target, and a concrete training-loss change in CohereASR.", + "canonical_pr_reason": "pull_request:46903 is the strongest representative: it has the clearest title, touches the model implementation plus tests, and fixes the same loss computation pattern in a self-contained way.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46895 is the best single PR to anchor the cluster because it is specific, self-contained, and directly describes the loss bug being fixed.", + "best_pr_reason": "pull_request:46903 is the best overall PR candidate because it is the most complete and explicit fix, with test coverage and a precise description of the bug being addressed.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Same high-level bug pattern, but different model implementations and forward paths; they are not the same concrete change and would not be merged into one PR." + "reason": "Both PRs fix a similar label-shift loss bug, but they apply to different models (CohereASR vs Florence2) and different forward paths; they are not the same underlying change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46903", + "accept": false, + "reason": "The bug pattern is similar, but the PRs modify different model implementations and are not mergeable into one concrete code-path fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46903", + "accept": false, + "reason": "These are separate model-specific loss fixes in different files and architectures; shared symptom alone is not enough to treat them as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 98c0db772c3a32c1c4cc62bf117b0dc529c78e6a..3df0526bc32a139d310b853e94780ed6d750c305 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260626t000017z", + "analysis_id": "hybrid-model-20260626t060016z", "archived_artifacts": { - "hybrid": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260626T000017Z/analysis-runs/hybrid-model-20260626t000017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-26T00:11:21Z", + "published_at": "2026-06-26T06:12:00Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260626T000017Z", + "snapshot_id": "20260626T060016Z", "variant": "hybrid" } diff --git a/snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.json b/snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..12defbab4e0cd20a4641ac3aba44bba46efa0d02 --- /dev/null +++ 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"issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:45685|issue:46869", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + 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cluster. The only clear duplicate subcluster is the ZeRO-3 index-out-of-bounds loading failure centered on 43638, with 43596 and 41762 as close variants. The torch 2.4.1 reports are too underspecified to treat as confirmed duplicates here, and the docs items are thematically related but not the same concrete change.", + "confidence": 0.8, + "canonical_issue_reason": "43638 is the best anchor for the shared ZeRO-3 init bug because it states the index-0-out-of-bounds failure cleanly and matches the same concrete loading error seen in 43596 and 41762.", + "canonical_pr_reason": null, + "best_issue_reason": "43638 is the strongest representative issue for the cluster\u2019s actual duplicate-worthy subcluster; it captures the reusable ZeRO-3 loading failure without being tied to one specific model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing config attribute vs a streaming chat/completions API problem." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/device problems: AMD GPU model failure vs an MPS unsupported-op issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are device-related, but they are different model paths and different concrete bugs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different dtype/autocast mismatch vs AMD device-map failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Broken official example vs AMD GPU model failure; not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/backend failures with no shared concrete code path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to the ONNX export error." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: export failure vs torch-version incompatibility." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated docs; not the same issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup from v5 removals, but they refer to different obsolete references and surfaces." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure vs GenerationMixin import failure are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training issues with only a loose workflow overlap." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Local-resume/trust-remote-code issue is unrelated to multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime errors: mask-shape mismatch vs device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different indexing/shape failures and different code paths." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 loading bug is unrelated to the resume-with-remote-code issue." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different shape/index errors; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal input mismatch problems." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model and different error condition." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different model-loading/training issues with no shared concrete failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration bug is unrelated to training-resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor preset bug is unrelated to the ONNX export issue." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete runtime errors and code paths differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading bug: both report index 0 out of bounds with size 0 during initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy call is unrelated to the GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization and LoRA merge/save reproducibility are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different inference/runtime issue vs LoRA merge mismatch." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure and remote-code config_class error are different problems." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different device-map failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP checkpoint recomputation mismatch is unrelated to the mask-shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but they are different concrete runtime failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same model class, but different failure modes: CPU offload incompatibility vs uninitialized buffer after materialization." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "Different hardware/backend issues with no shared bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading bug is unrelated to the tensor-parallel MoE failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the Qwen-3 NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different distributed-training failures." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram backend issue." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different dtype/runtime issues with different models." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model pipelines and different failures." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-family bugs and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid-method bug is unrelated to the MPS histogram limitation." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different error types." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT input-unpacking bug is unrelated to the GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different device/backend issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-out-of-bounds loading failure; the model differs, but the initialization bug appears shared." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Different training/inference paths and different errors." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they cover different removed references and different doc surfaces." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Same rejection as above: different dtype bug vs MPS backend issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs and different model paths." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue is unrelated to the GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU model failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different runtime errors with no shared concrete bug." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "These both mention torch 2.4.1 incompatibility, but the available descriptions are too thin to confirm the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The ZeRO-3 duplicate judgments are well grounded, but the summary overreaches by saying the torch 2.4.1 incompatibility reports also look like true duplicates without actually supporting that with a verdict, and that pair is not clearly justified in the output. The cluster is heterogeneous overall, but the claim about additional duplicate-worthy edges is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "c094a17fc5e06c5526deda751a43a1368c9aec67050720b7106d81145412b9d9", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40044, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and spans many unrelated model-load, config, tokenizer, and runtime regressions. Only a couple of soft edges look like true duplicates: the DeepSpeed ZeRO-3 index-0 loading failure and the v5 AutoTokenizer token-ID regression.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45920 is the best anchor because it captures a broad, clearly described v5 tokenizer regression across multiple models, making it more representative than the narrower Granite-only variant.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest standalone issue in the set: broad impact, concrete symptom, and clear regression scope make it the most useful cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different failure modes: corrupted Ovis2 checkpoint vs. missing text-encoder weights in Sam3Model." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention version incompatibility, but the concrete problems are different: torch/transformers mismatch vs. USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Unrelated code paths and symptoms: PaddleOCR-VL loading in vLLM vs. distributed build/runtime support in transformers." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 loading/init failure pattern with the identical out-of-bounds index-0 signature; likely the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different errors: missing Gemma3 config attribute in vLLM vs. Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they refer to different documentation regressions and unrelated content." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "No shared bug: Float8 storage lookup error vs. distributed support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Completely different areas: AMD GPU support for GPT-OSS vs. table-question-answering task crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different topics: detokenization regression vs. outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch issue is unrelated to Qwen3-VL video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/model-specific, but the failures are different: device mismatch in Gemma4 vs. video feature/token mismatch in Qwen3.5." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are unrelated model-path bugs." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption and NVFP4/ModelOpt compatibility are different problem classes." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model checkpoint loading issue vs. documentation examples issue." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both are regressions in recent versions, but one is remote_code breakage and the other is USE_DISTRIBUTED=0 support; different code paths." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer regression: wrong token IDs in v5; 45812 is a model-specific instance of the broader bug in 45920." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to the distributed support regression." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the model families and failure modes differ too much to treat as the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the reported shapes and contexts differ; not enough evidence of one root cause." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both involve loading models, but one is a unit-test loading failure and the other is a corrupted checkpoint; no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression 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": "Whisper runtime issue is unrelated to the pydantic config regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error and torch/transformers incompatibility are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime domains with no shared code path." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 config/vLLM sliding-window issue and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram op not implemented for Int error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window config error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and different errors: torch-dynamo grouped_mm vs. MPS histogram support." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both touch MoE-ish model execution, but grouped_mm tracing and autocast dtype mismatch are distinct failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and template-node compilation error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are different model-path problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the detailed signatures and contexts differ; not enough evidence they share a root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback gating and remote-code model_class/config_class errors are different loader issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig field and a generalized pydantic PretrainedConfig regression are not the same concrete bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft edges are well supported by the issue titles: the DeepSpeed ZeRO-3 index-0 loading failures and the v5 AutoTokenizer wrong-token-ID regression. The rest of the pairwise rejections are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "9d16edbb64130966277d981448bcd12abef1cad2822faa4b8213403241b5ea62", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36887, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. The clearest likely duplicate groups are the validation-error pair, the remote-code/custom-module loading pair, and the Qwen3.5 video-input regression pair; most other soft pairs are different bugs in different code paths.", + "confidence": 0.66, + "canonical_issue_reason": "45183 is the broadest root-cause report here: it describes the shared `input_ids`/`inputs_embeds` validation path and naturally subsumes the more specific T5 decoder-validation report.", + "canonical_pr_reason": null, + "best_issue_reason": "45698 is the strongest overall issue candidate: it is open, has multiple inbound references, and describes a concrete `from_pretrained`/`save_pretrained` custom-module loading failure with clear user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading in vLLM vs adding GGUF support for gpt-oss." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Unrelated bugs: int4 quantization memory/OOM vs tied-weights handling in translation models." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index errors, but they affect different code paths and symptoms: mask/tensor length mismatch vs TRL SFT embedding unpacking." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE issues: torch-dynamo tracing with grouped_mm vs tensor-parallel setup for GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Distinct multimodal/runtime bugs: autocast dtype mismatch vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "No shared code path; one is gpt-oss GGUF architecture support, the other is Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different regressions: `init_empty_weights` argument handling vs pydantic `PretrainedConfig` field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic/config-model regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different shape/indexing bugs in different models and setups." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Broad remote-code compatibility breakage vs a specific torch/transformers version incompatibility are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input issues, but image-preprocessor dtype mismatch and video token/feature count mismatch are different failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 regression as degraded/incorrect model outputs for the same family, just from different user entry points." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Same Qwen3.5-family video-input regression; the apply_chat_template token/feature mismatch is a specific manifestation of the broader broken video path." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated bugs: Nemotron example breakage vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different Qwen multimodal issues: `text_config` unwrapping in `from_config` vs uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different loader/initialization failures: DeepSpeed ZeRO-3 index error vs resuming training with trust-remote-code models." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Different code paths: Flash Attention 2 problem vs remote-code `model_class` missing `config_class`." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and mechanics: Mistral-3 image dtype mismatch vs Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRL embedding unpacking." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity-on-WikiText and GLM5 are not the same underlying issue." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both describe the same remote-code/custom-module resolution problem where a local or saved model can resolve the wrong module because the path/cache key is not unique enough." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and Flash Attention 2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied `lm_head` weights in Mistral3 is a different model-specific bug from translation-model tied-weights behavior in v5." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is not the same as translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied-weights translation-model issues do not share a concrete code path." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "These are both documentation/wording problems, but they are different docs changes, not the same bug or change." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied-weights handling are different failures." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation/error-message bug class: the broad XOR `input_ids`/`inputs_embeds` issue clearly covers the T5 decoder-validation report." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:46463", + "right": "issue:46463", + "accept": false, + "reason": "Duplicate self-pair is not considered." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet overall, and the soft-edge accepts are phrased conservatively enough. The canonical issue and best-issue picks are supported by the titles/activity shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:24643|issue:28530", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:43782|issue:44960", + "issue:45685|issue:45823" + ], + "prepared_review_unit_hash": "01ba915be17a8c9fb31dd1834a34d6266fdd205e8e50e5c1b1a8da1aed72eac5", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated issue reports spanning tokenizer/model-loading regressions, model-specific runtime errors, and a few v5-era regressions. Only a small subset looks like true duplicates, centered on non-persistent buffer materialization and StaticCache sequence-length return-type bugs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43950 is the strongest anchor because it describes the broad underlying regression in non-persistent buffer handling, and it also matches two close variants in the cluster. The rest of the items are too diverse to support one universal canonical beyond that theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best issue candidate overall: it is clearly phrased, broad enough to represent the underlying bug class, and has the strongest duplicate-like ties to other items in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures: DeepSeek detokenization vs Qwen NVFP4 runtime error. Same broad area, but not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/training errors. No shared code-path or concrete underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same regression: non-persistent buffers are mishandled / filled with junk in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs-example failures are not the same issue as degraded SigLIP2 text embeddings." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different problem from non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different training/inference paths and unrelated exception types." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve quantization/storage internals, but the concrete failures and code paths differ." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes; no evidence of the same underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "These describe the same StaticCache get_seq_length return-type bug, with 46858 being a concrete downstream breakage of the same contract violation." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a specific DeepSeek-Coder gap while 45920 is a broader multi-model token-ID regression." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 quality/discrepancy report; the other is a generic tokenizer-version change issue." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Similar model family, but zero probabilities and worse text embeddings are not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both point to incorrect handling of non-persistent buffers during loading/materialization; 45902 is a specific manifestation of the same regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error reporting for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a quality complaint and the other is an implementation discrepancy vs JAX; not the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention illegal-memory-access and CPU-offload incompatibility are different issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization OOM." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Completely different models and exceptions." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuilding is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model load failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: tokenizer detokenization vs flash_attn import/key lookup on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but they are separate model-specific reports." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different memory-related problems with different causes." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training with DeepSpeed weight-dimension error is unrelated to early-stopping metric configuration." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code behavior, but one is missing fields in AutoConfig and the other is a broader compatibility regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are separate issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import failure and bitsandbytes Int8Params API mismatch are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model failures with different root causes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading and GLM5 are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram dtype support and Gemma4 device-mapping mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the weak links. The two accepted soft pairs are well supported by their titles, and the canonical issue choice is reasonable for the non-persistent-buffer regression theme. I don\u2019t see any clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46402", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:46894|issue:46897", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:41553|issue:44991", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402" + ], + "prepared_review_unit_hash": "05beb8344f882acafea9c909f11a83a705c7a138ee5eecaac8f42091b4ea8a0c", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37085, + "estimated_input_tokens": 9272, + "estimated_eval_tokens": 18800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The strongest true-duplicate pairs are the docs cleanup issues, the DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. Most other pairs only share a broad subsystem or error shape and look like different concrete bugs.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45488 is the best canonical anchor for the tokenizer-regression subgroup because it explains the root tokenizer behavior change and broader DeepSeek impact more clearly than the follow-up reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the most representative issue overall in this cluster: it states the underlying failure mechanism, affected family, and user-visible regression clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Same flash-attn vicinity, but one is a Mistral tokenizer regex crash and the other is a fallback-selection check; different failure paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model loading regression vs Gemma4 PLE device-mapping mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is add-new-model-like / TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code loading regression; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3/LoRA-related behavior, but one is a hf4.x\u2192hf5.x load incompatibility and the other is a gradient-checkpointing warning; not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch vs device_map auto placement mismatch; unrelated concrete failures." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading break vs Kimi tokenizer codec handling regression; different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different APIs and fixes." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs cleanup problem: stale pipeline-task references removed in v5 but still mentioned in documentation." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression affecting DeepSeek models; the second reads like a follow-up gap in the earlier fix." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "These are the same training-loss double-shift bug pattern reported on two different models, with the same underlying shift logic at fault." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes Int8Params compatibility issue vs YOLO multi-GPU device_map auto failure; different model-loading problems." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head in Mistral3 vs silent corruption of non-persistent buffers; unrelated regressions." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Both involve auto-model loading, but one is composite config unwrapping and the other is a remote-code config_class AttributeError; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params compatibility and the other is init_empty_weights construction; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code models are involved in both, but the failures differ: broad remote_code breakage vs missing config_class in AutoModel.from_pretrained." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio/model-loading failures: Whisper model cannot run vs _torch_extract_fbank_features issue." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but one is a bad error message for Voxtral and the other is a hard tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "DeepSpeed-related, but one is missing Qwen3 MOE weight conversion and the other is GAS gradient averaging with loss kwargs; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient-checkpointing/PEFT issue vs missing supports_gradient_checkpointing on a trust_remote_code model; not the same failure." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer compute_loss signature break vs mask/tensor shape mismatch; unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; no shared concrete code path is evident." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen3-family models, but the variants and missing-weight symptoms differ enough that this looks related, not duplicate." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad tokenizer error message for Voxtral vs failure to load cjvt/sleng-bert; different model/tokenizer issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/gradient-explosion problem vs flash_attention crash on sink-less models; different root causes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both show a mask/index shape mismatch, but the reports are too generic and do not establish the same underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad input regression across several models and the other is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs image processor void segmentation map failure; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; different code paths and symptoms." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but they affect different model families and failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are well-supported by the titles/descriptions: docs cleanup, DeepSeek tokenizer regression follow-up, and the training-loss double-shift reports. The rejected soft edges also read as distinct bugs rather than duplicates, with reasons that do not overclaim. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534" + ], + "prepared_review_unit_hash": "e2931603f215ad385ddc2a65d734ff7b8e11f3f087822789415c0a5a8b322819", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38343, + "estimated_input_tokens": 9586, + "estimated_eval_tokens": 19428 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with a few clear duplicate pockets: the Transformers v5 non-persistent-buffer regression, custom model initialization breakage, and Gemma4 4-bit multimodal dtype-cast failures.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43644 is the strongest canonical issue because it states a broad, concrete Transformers v5 regression and has an exact duplicate in the set (issue:44534).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best issue anchor for the duplicate cluster since it describes the underlying regression most directly and broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different models and failure modes: GGUF/gpt-oss support vs a Phi MoE dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Both mention loading/runtime breakage, but the concrete problems are unrelated (Bert zero3 index error vs torch 2.4.1 incompatibility)." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different code paths: Qwen2.5-VL rope index scaling vs Qwen3 MoE rotary embedding uninitialized memory." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated Qwen3-MoE sliding-window bug vs a GGUF gpt-oss support request." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A specific Bert zero3 index error is not the same as a general torch-version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different bugs: per-layer shared_kv_states rebuild vs device mismatch in PLE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No underlying overlap beyond being model/runtime issues; one is GGUF support, the other Float8 storage loading." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific class vs meta-device loading failures; not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to the Kosmos2.5 long-input index error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is a different issue than meta-device loading breakage." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve sequence/cache internals, but the failing mechanics differ: packed-sequence misinterpretation vs device-tensor seq-length arithmetic." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal failures: image preprocessor dtype mismatch vs video StopIteration." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying custom model initialization regression; the Jupyter-specific report is a manifestation of the broader breakage." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention/compile failures on different models; no shared concrete code-path problem." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Completely different subsystems: Qwen3-VL video handling vs MPS histogram on Int in MoE." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch>=2.9 compiled flex_attention failure is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 bugs: video processing StopIteration vs SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failures are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but on different model families and likely different root causes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is unrelated to generic torch 2.4.1 incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Config/mapping generation failure is not the same bug as Gemma4 device placement mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 model, but the reports describe different symptoms and enough distinct behavior to avoid collapsing them." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and a tensor mask shape mismatch are different failures." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both point to the same Gemma4 4-bit multimodal dtype-cast problem affecting audio/vision embedders." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they concern different models and loading paths." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to the Kosmos2.5 OCR index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/Bert initialization failure is unrelated to tokenizer-mapping model registration." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexErrors, but they arise in different shapes and loading/training contexts." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload dequantized loading and Strix Halo mmap OOM are different memory/load problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same SigLIP2 area, but one is runtime zero probabilities and the other is a documentation-example mismatch/quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same Transformers v5 non-persistent-buffer corruption regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the conservative soft-edge calls look appropriate. The two accepted pairs are plausibly mergeable single-bugfix duplicates (43645/43646 and 45672/46899), and 43644/44534 is an exact duplicate. The summary stays appropriately cautious about the rest being heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "e1f4a4b90a000be27cd0bb2b103cb9e7b4cfb2feee415f176925f3ba24bc474a", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity-only grab bag of distinct Transformers bugs/regressions; none of the soft pairs look like the same underlying fix, so there is no safe canonical duplicate target.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue safely covers the cluster: the items span unrelated models, APIs, and failure modes (loading, quantization, training, tokenizer, flash-attn, checkpointing).", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No clear global best issue exists; the closest candidates are still model-specific and do not subsume the rest of the cluster.", + "best_pr_reason": "No pull requests are present to evaluate.", + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different bugs: LoRA compatibility across HF versions vs gemma4 resize_token_embeddings not updating tied embeddings." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes and models: Qwen3 auto device mapping cudaErrorAssert vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: FP8 config failure on Qwen3Moe vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar surface symptom, but different model targets and likely different loading paths; not enough to treat as one bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and issues: GLM5 vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Different code paths: NemotronH checkpoint loading vs Qwen3.5 tensor-parallel plan omissions." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading behavior and the other is from_config metadata staleness; not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Distinct Qwen3.5 regressions: ZeRO-3 load failure vs incorrect save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different projects/features: GraniteMoEHybrid invalid method call vs broken official Nemotron example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading complaints, but for different repos and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization junk and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different problems: LoRA cross-version compatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example/model-processor mismatch and the other is nonsensical inference results; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different resource issues: Qwen3 MoE training memory use vs quantization offloading behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory usage and the other is int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Completely different areas: Trainer resume/max_steps calculation vs optimizer SGD arguments being ignored." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures on different checkpoints and causes." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different resize_token_embeddings targets and model families; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different failure class: GLM5 issue vs quantized model save/load corruption after sinq." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Same broad pattern but not the same concrete bug or code path; these are model-specific double-shift issues in different architectures." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Related tokenizer regression theme, but one is LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer wrong IDs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes and subsystems: Qwen3.5 chat generation vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different embeddings not being updated by resize_token_embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both touch save/load, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized argument mismatch." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention crashes with different triggers: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-specific loading failures; only broad symptom overlap." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/inference issue vs GLM5 issue." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility vs meta-device loading breakage are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and mechanisms: Qwen3 device-mapping assert vs AudioFlamingo3 batched inference token/embedding leak." + } + ] + }, + "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": 23, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44079|issue:46829", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:42947|issue:45704", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "be9b54547357d4655d0a46e9df9bc2be3c871d38765b6ba935576608087d6a20", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37132, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers bugs across unrelated models and subsystems. Only one near-duplicate family stands out clearly: the resize_token_embeddings propagation bug around Gemma4/output embeddings. Everything else looks like separate issues rather than mergeable duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it describes the resize_token_embeddings propagation problem more completely and subsumes the narrower output_embeddings-only report in 45292.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest representative of the only clear duplicate family in the set: it is broader, more actionable, and still concrete about the failing code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 shared_kv_states reconstruction vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Same symptom class (lm_head tying) but different models and likely different code paths." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-shape/output-field bugs, but they affect different APIs and artifacts." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 OOM regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: init_empty_weights argument handling vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems: gradient checkpointing/LoRA vs apex RMSNorm memory leak." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different models and quantization formats; no shared concrete bug is evident." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are separate issues." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Both are model-specific runtime bugs, but the failure modes and code paths differ." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but one is quantization memory accounting and the other is mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Related to gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device-mismatch are unrelated bugs." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Different root causes: meta-device loading vs mmap-related OOM mitigation." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 KeyError." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug: 45276 is the broader report and 45292 is the narrower output_embeddings manifestation." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but checkpoint loading failure and broken example are not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict granite_speech config loading are distinct issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN explosion have different causes." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load flows, but one is permissions propagation and the other is wrong module resolution." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less s_aux=None crash is unrelated to the Gemma4 FSDP2 issue." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and regressions: GLM-4.7-Flash loading vs Qwen3.5 checkpoint save_pretrained correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Similar method name, but different model families and embedding targets; not clearly the same underlying bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss double-shift, but they are separate model reports without evidence of the same code path." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and ScandiBERT loading failure are different issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failure are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init breakage in 5.0.0 is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization breakage and extra_state save/load failure are separate bugs." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the mmap OOM issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and Phi-tiny-MoE autocast dtype mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted near-duplicate pair, issue:45276 vs issue:45292, is well supported by the titles and the high similarity score. The other soft-edge verdicts avoid overstating evidence by requiring more than shared symptoms or broad subsystem overlap. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:39404|issue:46665", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44265|issue:44898", + "issue:36032|issue:43452", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:43299|issue:43931", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:43596|issue:44683", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "128b2957d1981f82b1a95edb623a39f5d8a265897bccc8710c40774849252d63", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37734, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated Transformers v5 regressions across tokenization, model loading, quantization, docs, and backend-specific behavior. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items span many different failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication: there is no common root cause tying these issues together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in slow tokenizers vs CodeLlama encode/decode spacing behavior; different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models vs slower convert_tokens_to_ids; same area, different defect." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression vs broad tokenization changes; not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior vs from_pretrained inside Python classes; unrelated code paths." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash vs template compilation error; different failure mechanisms." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression vs custom model init in notebooks; both v5 issues but not one concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure vs Gemma4 device mismatch; unrelated problems." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs YOLO multi-GPU device_map_auto failure; not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch version incompatibility vs Mistral-3 dtype mismatch; different causes." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility vs Gemma4 PLE device placement; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue vs Qwen3.5 cache crash; no evidence of same bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Different documentation regressions affecting different pipeline/task references." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression vs generic mask/index shape error; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure vs template-node compilation error; different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs tokenizer loading failure for est-roberta; different defects." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SIGLIP2 model/pipeline output issue vs ModelOutput key assignment bug; not the same underlying problem." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/exportability bug vs Perceiver interpolation failure; unrelated model behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict vs gguf_file loading breakage; distinct loading issues." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression vs MXFP4 quantization fallback; different subsystems." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "save/load of sinq-quantized models vs mistral_common continue_final_message bug; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/from_pretrained bug vs from_config text_config unwrapping issue; different code paths." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Repro issue vs mistral_common tokenizer bug; no shared root cause shown." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE loading regression and the other is a specific weight-shape mismatch; too different to merge." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with different stack traces and fixes." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device mismatch vs unsafe dtype cast in multimodal embedders; different bug classes." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss bug vs ASR double-shift training-loss bug; unrelated model heads/tasks." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency vs Strix Halo mmap OOM workaround; not the same issue." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Sequence-classification loss bug vs Florence2 training-loss double-shift bug; different models and failure modes." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error vs flex_attention compilation failure; unrelated." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state serialization bug vs TimesFM window_size AttributeError; different APIs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two distinct model-loading failures for different checkpoints; no shared root cause evidenced." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different loading problems: sleng-bert vs Mistral regex patch crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffers corruption; distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:46285|issue:46402", + "issue:36032|issue:42915", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:40990|issue:43421", + "issue:43541|issue:45084", + "issue:43883|issue:44488", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:40444|issue:46326", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43883|issue:44991", + "issue:43746|issue:46326", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "7d708b159b28ed4b7f0781f548cf2693eedf20cf6136b4e89849a613f016e1b5", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set, with a few believable duplicate clusters around tokenizer/GGUF/audio loading paths. I only accepted soft edges when the titles point to the same concrete failure path, not just the same subsystem.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer-loading regression cluster: it states the root behavior directly and is echoed by nearby model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best overall issue to anchor the cluster because it is concrete, broadly applicable, and easiest to map to the shared tokenizer-loading failures seen in the strongest adjacent reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 reads as a specific remaining gap after PR #44801 rather than the same bug as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling and Mistral3 lm_head weight tying are different failure modes." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text-encoder weight loading are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5Tokenizer method-name conflict and Qwen3Moe FP8 config failure are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM output issues are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation errors do not share the same code path." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen offload incompatibility are separate device-related bugs." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration failure and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are different failures." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading complaints, but the titles do not indicate the same underlying bug or path." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are distinct issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor update are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading for a specific model are different problems." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "The buffer-junk regression and the broad custom-model initialization failure may be related in theme, but the concrete bug is not the same from the titles alone." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and Qwen2.5-VL multi-image IterableDataset failures are different areas." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow backend in pip extra and missing tensorflow_text in BACKENDS_MAPPING are related packaging/backend themes, but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction path; one names the unsupported center arg, the other names the failing _torch_extract_fbank_features call." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image finetuning failure and continue_final_message tokenizer bug are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens and empty-transcription generation after align_special_tokens are similar in topic but not clearly the same underlying failure." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF/from_pretrained loading failures in Transformers v5, with 43482 appearing to be the same loader regression on a specific model." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized-model loading and GGUF loading are different code paths." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading failures, but the titles do not show the same concrete root cause." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation errors and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate default and MIMI padding-mask batching bug are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights attribute and tokenizer load failure for a different model are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading and continue_final_message tokenizer behavior are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are too broad to treat as the same concrete bug without stronger evidence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft edges are the strongest same-path matches (audio feature extraction and GGUF loading), while the rejected pairs mostly differ by title-level failure mode. No obvious overstatement of evidence or mergeability issue." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:45084|issue:46869", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:44464|issue:45987", + "issue:43404|issue:44466", + "issue:44008|issue:46899", + "issue:43994|issue:44610", + "issue:44987|issue:45081", + "issue:44451|issue:45081", + "issue:28530|issue:34567", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:43089|issue:45987", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:45216|issue:45357", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43716|issue:46899", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "cf7d58429d91b876855fa74b4e07da1e534cfb5207aa44c16b1781ec2b078cc1", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36727, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue cluster. I found one clear duplicate pair around Qwen3.5 save_pretrained checkpoint corruption; the rest are different bugs/regressions in different models or code paths.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the broader primary report: Qwen3.5 save_pretrained writes an incorrect checkpoint starting in 5.4.0. issue:45357 looks like a later, narrower follow-up that pinpoints one symptom (incorrect visual encoder keys) of the same save_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best canonical issue because it captures the underlying regression at the highest level and predates the more specific follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Different failures and subsystems: a compile/template-node error vs multi-GPU auto device-map failure on YOLO." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated models and symptoms: Whisper runtime failure vs YOLO multi-GPU device-map crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is about noisy logging during model load; the other is a tokenizer regex patch crash. Different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but the concrete problems differ: notebook custom-model init vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen models and different code paths: output_hidden_states behavior vs rope-index/position-id scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both concern audio model consistency, but one is missing padding-mask support in MIMI encoder and the other is DAC from_latents vs forward mismatch with missing STE." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is not the same bug as StaticCache.get_seq_length returning a tensor instead of an int." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Shared lm_head terminology, but one is a weight-tying bug in Mistral3 and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal failures: Gemma3n variable collision vs Gemma4 unsafe dtype cast under 4-bit quantization." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different symptoms: Siglip2 nonsensical outputs vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-loading regression for a specific model is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer backend_tokenizer AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated training bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different loading/quantization issues: Qwen3Moe FP8 config failure vs init_empty_weights/_is_hf_initialized argument error." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different tokenizer/model-loading failures with no clear shared code path." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is a distinct tokenizer construction bug from the EMBEDDIA/est-roberta loading failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different export-time problem from OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache return-type contract are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention float8, but one is Qwen3Moe FineGrainedFP8Config failure and the other is missing Float8 storage object; not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segfault and Qwen3OmniMoe video-processing ValueError are different multimodal issues." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL models, but one is a broad video-input regression and the other is a specific still-image temporal position_id scaling bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same underlying Qwen3.5 save_pretrained checkpoint corruption; the later issue narrows it to incorrect visual encoder keys." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for one model and slow convert_tokens_to_ids performance are different tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict Granite Speech config loading are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and noisy transformer loading are not the same change or bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal dtype/cast bugs in different models; not the same code path." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction issue and compiled flex_attention failure on newer torch versions are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The summary matches the packet: most pairs are clearly different bugs, and the only supported duplicate-like pair is issue:45216 / issue:45357, which the titles and timestamps make plausible as the same Qwen3.5 save_pretrained regression with a narrower follow-up. No overclaiming beyond the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43404|issue:46899", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:41553|issue:43582", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43296|issue:46821", + "issue:44829|issue:45479", + "issue:43611|issue:43646" + ], + "prepared_review_unit_hash": "e2a1da77e45b330c6f2979f0a7626206b2bb2fb446d76dbe8dbe97ad89e2ebc3", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most items are model- or tokenizer-specific regressions, with a few broad Transformers v5 initialization/loading breakages. The soft pairs are mostly same-subsystem similarity, not true duplicates of the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring theme: Transformers v5 breaking model initialization/loading paths. It\u2019s more general than the narrower model-specific regressions and best captures the common duplicate-triage axis.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is broad, user-facing, and central to the repeated v5 initialization breakage pattern.", + "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 buffer initialization; different bugs and fixes." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: multi-image iterable dataset fine-tuning failure vs incorrect rope index scaling for still-image positions." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (Granite token IDs vs CodeLlama leading-space round trip)." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated tokenizer/loading issues; one is noisy log output during model load, the other is ignoring tokenizer.json for a specific repo." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but not the same bug: eval-mode restriction vs missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and failures: tokenizer BPE marker handling vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different regressions entirely: _is_hf_initialized handling vs mmap being disabled on Strix Halo to avoid OOM." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Both are load/runtime errors, but the causes are unrelated: Whisper model execution vs missing Float8 storage registration." + }, + { + "left": "issue:43404", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal model bugs, but the concrete code paths differ: tied lm_head weights vs unsafe dtype casting in 4-bit embedders." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Same model family, but different problems: multi-GPU training vs multi-image iterable dataset failure." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "These are not the same bug: perplexity on a text model vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are version/runtime errors, but one is init_empty_weights/_is_hf_initialized argument handling and the other is Float8 storage lookup." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No shared underlying bug; one is a bad AutoTokenizer error for Voxtral, the other is a TypeError in caching_allocator_warmup on Apple Silicon." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Same broad tokenizer/model theme only; one is Ministral tokenizer BPE markers, the other is an accuracy regression in a different model after upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different loading failures: Qwen2.5-GGUF compatibility vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Both involve generation/training workflows, but the actual bugs are unrelated: inputs_embeds/past_key_values generation vs multi-image VL fine-tuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "No duplicate evidence beyond both being model internals bugs; ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are distinct issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model concerns: GGUF loading failure vs CLIPTokenizer model_max_length sentinel value." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is a specific tokenizer\u2019s add_special_tokens behavior." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they hit different code paths: initialization flag handling vs buffer serialization/loading." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs init_empty_weights receiving an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are backend/dependency packaging issues, but they concern different install scenarios and different missing/incorrect backend behavior." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Unrelated: device_map auto offload loading failure vs memory inefficiency during Qwen3 MoE training." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer loading, but one ignores tokenizer.json while the other emits wrong token IDs for Granite models." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different model-specific failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crashing on tokenizer object shape." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Distinct internals regressions: ModelOutput key handling vs non-persistent buffer filling in v5." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding-related, but the affected models and concrete failure modes differ: MIMI encoder padding mask vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different model bugs: PaddleOCR-VL load failure in vLLM vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate classification behavior, but they stem from different mechanisms and models: flash_attention_3 training corruption vs num_labels=1 loss collapse." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are broad Transformers v5 model-loading regressions, but they describe different concrete breakages and are not the same code-path 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": 23, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:42175|issue:43296", + "issue:43493|issue:43994", + "issue:44265|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:43828|issue:46821", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "2dbb593cf709dfd2b0d253fd0167265f4dc87d041bcdb0f5744cd57ebffc417f", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36211, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster. The only plausible duplicate pair is the Qwen2.5-VL position-id regression in video/image handling; the rest are different models, subsystems, or failure modes and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45325 is the clearest representative of the only likely duplicate subcluster: a Qwen2.5-VL temporal/vision position-id bug in the video/image code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best standalone issue to anchor the cluster because it is concrete, actionable, and matches the one accepted duplicate-like pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: Video-LLaVA weight/temporal-attention issues vs Sam3Model text-encoder loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated bugs: buffer initialization junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both mention visual weights, but one is missing temporal attention/shared towers and the other is incorrect save_pretrained key serialization." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different domains: packaging/backend inclusion vs vLLM model loading for PaddleOCR-VL." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not enough to prove the same concrete bug; one is HF-vs-JAX discrepancy, the other is a pipeline/AutoModel symptom." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failure paths: torch.export with torch_compilable_check vs bf16 dtype mismatches in inference." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: finetuning multiple images per prompt vs video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL temporal/vision position-id computation bug in the video/image code path, likely the same get_rope_index regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id regression vs Kosmos2.5 long-OCR index error are separate code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is a missing weight-tying bug and the other is inconsistent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and errors: FP8 config failure vs GGUF loading failure in transformers v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs strict config loading are unrelated issues." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenizer performance regression are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch in Bark is unrelated to torch.export failures." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for unrelated models." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression across Qwen models vs Gemma4 device-mapping mismatch are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example problems vs Qwen2.5-VL finetuning with multiple images are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying/serialization and Bamba SDPA torch.compile failures are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model bugs, but one is offload device mismatch and the other is DAC latent/forward mismatch; not the same code-path problem." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export compiler checks." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batch discrepancy and OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer speed regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The cluster is appropriately described as mostly heterogeneous, and the only accepted soft-edge pair (issue:45325 / issue:45381) is supported by the packet\u2019s titles and shared Qwen2.5-VL position-id/video-path symptoms. The rejected pairs are also stated cautiously without overstating equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:40990|issue:42947", + "issue:42617|issue:42915", + "issue:43526|issue:43883", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:43572|issue:45759", + "issue:43881|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:46612|issue:46858" + ], + "prepared_review_unit_hash": "a3076e7ac5d9ebc321d71751fdf557bd4272a5143a4a2328c0393f126be40621", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports spanning tokenization, loading, quantization, generation, and training. None of the soft pairs look like the same underlying defect closely enough to merge or dedupe, so they should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45920 is the best umbrella issue because it describes a broad v5 regression affecting tokenization across multiple models, making it the most general and reusable tracker in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest canonical issue candidate: it has the widest blast radius, concrete repro scope across several models, and reads like a real cross-model regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different failures: one is MoE weight conversion with accelerate/deepspeed, the other is a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors; one misses BOS/EOS insertion, the other returns wrong token IDs across several models." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated code paths and symptoms." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying and bfloat16 dtype mismatch are different model/load-time problems." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch for Gemma4 PLE is unrelated to TimesFM's missing window_size attribute." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding mask support in MIMI encoder is not the same as Perceiver image-resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "One is tied lm_head weight behavior, the other is unpacking packed weights during accelerate loading for BitNet." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity drift on a model/dataset setup is unrelated to gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe fine-grained FP8 config failure are different issues." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Beit label reduction bug and missing all_tied_weights_keys on Molmo are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto while the other is a broader quantization/offloading regression." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different mechanisms and code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and est-roberta tokenizer loading failure are distinct model-specific issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segmentation fault is unrelated to sinq quantized model save/load corruption." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are different model/loading failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss API break and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "CUDA reserved-memory regression under int4 quantization is not the same as T5 using a leaky apex RMSNorm implementation." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen models, but one fails with auto device mapping on A800 and the other with flash-attention generation; different concrete bugs." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Incorrect lm_head serialization and incorrect visual encoder key saving are separate save_pretrained regressions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape and version-dependent tokenization are unrelated problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Model text encoder weights not loading." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a language-model benchmark and tokenization changing across versions are not the same defect." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are separate loading issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching/NER crashes and bfloat16 dtype mismatches in models are different classes of bugs." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure and early-stopping metric lookup failure are unrelated training-loop issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping failures and 3d_parallel.py runtime failure do not share the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading behavior and mmap-induced OOM on Strix Halo are different memory-management problems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA in Bamba and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder skipping and static-cache seq-length tensor arithmetic are different generation/cache 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": 23, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:44734|issue:46858", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44423|issue:45406", + "issue:36010|issue:42617", + "issue:44008|issue:45823", + "issue:46821|issue:46869", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:43526|issue:43881", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064" + ], + "prepared_review_unit_hash": "c2ffd7035cdf014199b5bd2082a115d67977495ef1e63a96c4b84135e5ec159c", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35529, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and the soft-similarity pairs are all false positives. The paired items usually involve different models, subsystems, or failure modes, so none should be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs and feature regressions, so there is no single safe umbrella issue for the cluster.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No best issue for deduplication; none of the issues is a safe representative target for the others.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation on load is unrelated to Trainer checkpoint-resume max_steps calculation." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a v4.57.5 regression around processor.tokenizer/images; the other is a broader tokenization-version behavior report." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram/int MoE failure and TimesFM window_size AttributeError are different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile+SDPA in Bamba and CPU offload device mismatch in bark-small are distinct failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and OmDet processor image-size mismatch are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0 is different from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying issue and Qwen3.5 visual encoder save_pretrained regression affect different model internals." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/serve logic, but one is KV continuation indexing and the other is prefill seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and Perceiver interpolation at non-default resolution are different preprocessing/model bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to device_map=auto offload loading of a dequantized model." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor regressions." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure has no concrete overlap with the 3d_parallel.py execution issue." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated models/problems." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permissions propagation in save_pretrained are different filesystem issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and cache seq_length device-tensor arithmetic are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are distinct parallelism issues." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric_for_best_model handling and ImageProcessor void segmentation maps are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent-state reset with cache are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are unrelated configuration/model bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and glm-4v-9b loading failure are not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to the kernels v0.15 import-time dependency error." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch and Qwen3 auto device-map cudaErrorAssert are separate training/runtime problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding and MLukeTokenizer AttributeError are different tokenizer bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload issue concern different config fields and behaviors." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Trainer early stopping and void segmentation-map processing are unrelated subsystems." + } + ] + }, + "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": 23, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + 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+ "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely related but not duplicate-heavy: most soft edges connect distinct Transformer bugs that only share broad subsystem or version context. The clearest recurring theme is a Transformers v5 regression around buffer/loading behavior, but the provided pairs themselves should be rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44534 is the broadest and most representative report in the set: it clearly describes a core Transformers v5 regression in non-persistent buffer initialization, which is the closest thing to a central bug theme here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44534 is the best overall issue candidate because it is concise, version-specific, and describes a general regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different failures: CLIP/MacOS bus error vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both tokenizer-related, but they describe different bugs and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different multimodal Qwen errors; one is video-processing ValueError, the other is from_pretrained weight_only loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache-strategy docs is unrelated to stale pipeline-task documentation." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different code paths: SDPA/torch.compile on Bamba vs BigBird tokenizer special-token registration." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 memory regression is not the same bug as tokenization changes across versions." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to the apex RMSNorm memory leak." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation handling is unrelated to BarkProcessor voice_preset loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is device mismatch in Bark and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "From_pretrained behavior in Python classes is a different issue from non-persistent buffers being filled with junk." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window logic in Qwen3-MoE is not the same as unwrapping text_config for composite configs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different failures: auto device mapping cuda assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash local path warning is unrelated to multimodal token counting video-branch undefined names." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering last-batch truncation is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different serving paths and symptoms: Gemma4Processor missing tokenizer vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same broad area of model loading, but the concrete bugs are device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking is unrelated to progressive generation with embeddings and cache state." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is not the same as cache length returning a device tensor." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated bugs." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained keys and Sam3Model text-encoder loading are different model-specific issues." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding incompatibility are separate problems." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and likely different tokenizer/model resolution paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption is a different bug than inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to loading vesteinn/ScandiBERT." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation and zero-loss classification are different sequence-classification bugs." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation at non-default resolution is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A specific model-loading regression is unrelated to PIL backend processors requiring torchvision." + } + ] + }, + "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": 23, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44488", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44514|issue:44545", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:30064|issue:36010", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43295|issue:45834", + "issue:44062|issue:44488" + ], + "prepared_review_unit_hash": "5ec23d7f5990a5c8a6e21431b8a20a60ebd5474438d7f7c2b59663d8b8a02a18", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous noise across tokenizer, processor, cache, loading, and model-specific bugs. The only strong duplicate signal is the 44514/44545 pair, which looks like a clear near-duplicate of the same Qwen2_5_VLProcessor batched-input crash.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 44545 is the best canonical issue for the clear near-duplicate pair with 44514; it states the same batched apply_chat_template crash on padding=False and appears slightly more explicit / better surfaced.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the clearest representative issue in the cluster because it is a concrete, reproducible bug report and the strongest duplicate candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different bugs: eval-mode gradient-checkpointing restriction vs ZeRO-3 gradient inflation." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Unrelated issues: a tie_word_embeddings warning during LoRA fine-tuning vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but the concrete failures differ: docs/example mismatch plus quantization failure vs processor/model image-size mismatch." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Different code paths: video padding calculation vs FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Different loading/saving problems: PEFT adapter local checkpoint loading vs quantized model save/load corruption." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime special-token post-processing updates vs custom token IDs lost after save/load." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different failure modes and subsystems: device-map CUDA assert vs T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode gradient checkpointing is unrelated to the T5 memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-related, but one is tokenizer cache loading and the other is an unconditional hub call in _patch_mistral_regex." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 memory leak is unrelated to the missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Clear near-duplicate: same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles differ slightly but the underlying bug matches." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: embedding unpacking with TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Different model-construction bug vs missing gradient-checkpointing capability flag." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: PEFT local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-quality complaints, but they concern different models and symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is a docs/example mismatch and quantization failure; the other is a core HF-vs-JAX implementation discrepancy for SigLIP2." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Related tokenizer internals, but not the same bug: runtime special-token updates vs BigBird mask token registration." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different issues: incorrect use_cache results in Mamba2 vs T5 decoder-input error-message wording." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen/VL issues, but one is a from_pretrained weight_only error and the other is incorrect video vision_position_ids." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: post-processor not updating after special-token edits vs LayoutLMv2 crashes on NER/batching." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Same broad tokenizer/Mistral area, but different concrete failures: backend_tokenizer AttributeError vs codec-handling regression and warning behavior." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: image processing for void segmentation maps vs an import error for GenerationMixin." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs/example issue is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to the ImageClassifierOutput hidden_states mixup." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model-output bug vs RT-DETR forward shape/feature-level mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different core bugs: packed weight unpacking during loading vs DAC.from_latents missing STE consistency." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Both mention loading/tokenizer internals, but one is special-token registration and the other is BitNet packed-weight loading." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different failures: processor.tokenizer regression vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different bugs: AddedToken special-argument TypeError vs model load failure for cjvt/sleng-bert." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster read is reasonable, but the verdict on 44514/44545 is a bit too strong for the packet. From the metadata alone they are clearly near-duplicates, but calling them an \"exact duplicate\" and the \"only true duplicate pair\" overstates what is directly supported here because the titles are not identical and the bodies are not shown. Please soften that language to something like \"clear duplicate/near-duplicate\" and keep the rest conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:44008|issue:46858", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:44186|issue:44898", + "issue:43618|issue:43697", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:34634|issue:36010", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "557557b24343b153cc12e7c4e5577aa764b9bc6adc676b650e7f89f05327722d", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36234, + "estimated_input_tokens": 9059, + "estimated_eval_tokens": 18374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed pairs are mostly loose lexical matches across different models, features, and failure modes. I don\u2019t see a single underlying duplicate bug/change in this cluster, so there is no good canonical issue/PR candidate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different models and subsystems: torch.compile/SDPA vs tokenizer/task handling." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: SDPA compile failure vs DiaConfig save/load token ID loss." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs audio fbank extraction." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: Qwen2.5-VL video position IDs vs FA2 long-context regression." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video issues, but the failures are different APIs and different root causes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Distinct bugs: Gemma3n variable collision in forward vs cache sequence-length tensor arithmetic." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window handling vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Different components and symptoms: tokenizer special-token registration vs DAC latent reconstruction." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both concern loading behavior, but one is base_model_prefix regression and the other is class-wrapper from_pretrained inconsistency." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different features: audio feature extraction vs add-new-model-like generation logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: LayoutLMv2 tokenizer crashes vs Perceiver image classification resolution handling." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different outputs/attributes in different models; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 device-mapping CUDA assert vs tokenizer loading for a specific repo." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: image processor segmentation maps vs trainer loss signature." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and mechanisms: Bamba SDPA compile issue vs DAC latent conversion mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and distinct config/architecture bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct failures: offline model_info call vs backend_tokenizer attribute access." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion vs docs cleanup for removed pipelines." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different issues: image processor URL loading vs Jinja/template compilation error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash vs auto-tokenizer loading a specific tokenizer class; no shared bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different tasks and symptoms: SigLIP2 docs/quantization issues vs OCR long-input index error." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both mention multimodal Qwen/Gemma models, but the actual failures are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: non-persistent buffer initialization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Completely different model/runtime errors: Llava loading segfault vs MoE MPS histogram type issue." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different problems: BarkProcessor voice preset bug vs GenerationMixin import error." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation/error-message bug vs sequence-classification loss degeneracy; 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": 23, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43421|issue:44811", + "issue:43950|issue:45987", + "issue:43716|issue:44008", + "issue:44561|issue:45020", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:43825|issue:43827", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43749|issue:44291", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:43645|issue:46665", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "23fdc36de033fc93c6cb59628ebb5e3812b0dee78356375392ce6194bf4e92c8", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35672, + "estimated_input_tokens": 8918, + "estimated_eval_tokens": 18092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; most soft-similarity pairs are not true duplicates and appear to cover unrelated bugs, regressions, or adjacent documentation issues. I found no PRs to triage and no pair that clearly shares the same concrete code-path problem.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue is a strong fit because the cluster does not cohere around one underlying bug; if an anchor is needed, issue 43825 is the clearest narrowly scoped report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the most actionable, concrete, and self-contained report here; the rest are either broader, more speculative, or clearly on different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are runtime errors, but they concern different models and code paths: Whisper empty-transcription generation vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and subsystems: CPU-offload device mismatch for bark-small vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline-v5 error message regression; the other is a model-quality issue for SigLIP2 with AutoModel/pipeline. Not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Unrelated training/gathering bug vs Mamba2 cache misuse bug; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is distinct from generic dtype-mismatch inference issues in other models." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR indexing are different models, inputs, and failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is a different problem from stale config dtype after from_config()." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to pipelines import failure caused by kernels version/revision requirements." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update bug is not the same as Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained and StaticCache length return-type bug are different loading/cache issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma 3n variable-name collision are separate model-specific bugs." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code fallout, but one is specifically about removing is_torch_fx_available while the other is a broader regression report." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch at load time and Qwen3.5 TP-plan OOM/shape errors are different issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video feature/token mismatch is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to the v5 pipeline removals, but one is an error-message regression and the other is documentation lag; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-processing regressions in different Qwen multimodal models with different symptoms." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor size mismatch for OmDet-Turbo is unrelated to dtype mismatch failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape error during tensor ops is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is specifically about an added-token spacing bug while the other is a broad slow/fast tokenizer inconsistency report." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from bfloat16 dtype mismatch inference." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are both loading-related, but they target different mechanisms and fixes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and a broad tokenization-version change report do not describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2; the other is an Apple Silicon warmup TypeError. Different subsystems and symptoms." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing tensorflow backend in extra install and a tokenizer regex patch 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": 23, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728" + ], + "soft_pairs": [ + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:43782|issue:45325", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43452|issue:44991", + "issue:43526|issue:44554", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43720|issue:44610", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "a14e182829a772ee0b4a5d24ff0ebabf90e594a2d5de119dd2ceaeb49594ac42", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36523, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain a true duplicate set; the suggested pairs are mostly only loosely similar by subsystem, model family, or loading path. I would triage them as separate issues rather than merging.", + "confidence": 0.36, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style regression report here ('recent transformers versions break models using remote_code'), so it is the best representative if one issue must stand in for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most general and likely to attract adjacent reports, but the overall cluster is heterogeneous, so this is only a weak canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: audio processor preset handling vs trainer loss signature mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model internals, but one is a sys.modules access bug and the other is a CLIP class structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are vision preprocessing bugs, but one is over-padding and the other is wrong patch-count math for a different model." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration vs quantization/load-format fallback are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction / STE behavior." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL related, but one is a weight_only load error and the other is a rope-index temporal scaling bug." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer patching failures in different processors with different missing attributes; not the same concrete fix." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a Gemma 4 import break and the other is a continue_final_message behavior bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Platform/runtime TypeError on Apple Silicon is unrelated to CUDA AMP loss crashing." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure is a different code path from MXFP4 quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error while loading MobileLLM is not the same as the broad remote_code regression." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure has nothing to do with CLIP tokenizer max-length metadata." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weight warnings, but one is a specific mis-tied parameter bug and the other is a LoRA/config warning; not the same fixable code path." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEIT label reduction bug is unrelated to RTDetrV2 output differences." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but gguf_file handling and tokenizer loading for a specific repo are different problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Label reduction in an image processor is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE load/convert issues and multimodal token counting are different model pathways and fixes." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is not the same bug as an FP8 inference failure on B200." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path regression for GenerationMixin is unrelated to CustomTrainer.compute_loss signature handling." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent/forward mismatch and DiaConfig save/load token IDs are different bugs in different components." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are compatibility regressions, but one is an import error and the other is a Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging extras missing TensorFlow and pipelines failing on kernels version requirements are different dependency issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed Zero3 index error during training is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading in BitNet and processor input-size mismatch in OmDet-Turbo are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model loading warning is unrelated to Qwen3 MoE weight conversion under accelerate/deepspeed." + } + ] + }, + "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": 23, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:43525|issue:46291", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "a8f791aba9018e3ed05bf2b37b73056601d46ff8e8f1bb2909a9ebbd36062d27", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36014, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the soft pairs mostly share only broad subsystem keywords, but they describe different concrete bugs, models, or code paths.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are unrelated bugs across different models/features, so no duplicate anchor emerges.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a better global representative; the set is too heterogeneous for one issue to summarize.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to the GPT-oss MXFP4 quantization/load fallback bug." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: GraniteSpeech PEFT local checkpoint loading vs Whisper decode flag handling." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model loading, but one is missing fields from trust_remote_code and the other is unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities and OmDet-Turbo input-size mismatch are unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to a generic CUDA OOM report." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode token skipping are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a quantization memory regression and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading failures, but they hit different models and different root causes." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Same cache area, but one is lazy-init recompilation and the other is max_cache_length handling for quantized cache." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both swallow errors, but in different functions and formats: protobuf decode handling vs bare except in Fuyu tensor conversion." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-related issues, but one is an undefined-name bug in token counting and the other is a batched output shape bug." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The latter is a broad v5.3.0 video-input regression across models; the former is a specific helper bug in multimodal token counting." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "One is FSDP CPU RAM efficient loading, the other is mmap-induced OOM on Strix Halo; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No relation: a nonspecific request to add data vs an isolated reproduction of another issue." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL loading are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token IDs are lost on save/load; GPT-oss MXFP4 falls back to bf16. Different bugs." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch-missing ImportError and Bart generate UnboundLocalError are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id and pipelines/kernels version-revision import failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are separate model-loading 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": 23, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:28282|issue:34689", + "issue:43697|issue:45357", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:41720|issue:43540", + "issue:44568|issue:45488", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:44479|issue:45381" + ], + "prepared_review_unit_hash": "765862452181ac1facc08a19c659c0cd4c8d70928d5864aeb1c5537ed1354fff", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35458, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all pairs are unrelated regressions or feature bugs in different models/code paths. The only clear duplicate-style match is the Qwen2.5-VL video-input regression pair (44479/45381).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the best canonical issue because it already captures the broader Qwen 5.3.0 video-input regression, and 45381 reads like a narrower symptom of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative and actionable issue among the candidates, with a broader title and clearer scope than the more specific follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading for a specific repo vs an incorrect tokenizer max length constant." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated symptoms and code paths; tokenizer max length is not the same as multi-GPU device-map failure." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both concern object detection, but they are different RT-DETR/LwDETR failure modes and not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "One is a missing-PyTorch import error; the other is a model-loading regression for a specific Llama vision model." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different problems: RT-DETR output divergence vs incorrect visual-encoder key saving." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but the underlying bugs are different model-specific failures and not mergeable as one fix." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch incompatibility and kernels revision/version requirements are separate dependency issues." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "A MacOS bus error on CLIP is unrelated to TrainerState token accounting." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is unrelated to CLIP tokenizer max length." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT version constraint issue." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend availability and a missing model import are different problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to LayoutLMv3 box-content handling." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is a different bug than est-roberta loading failure." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key lookup failure and init_empty_weights argument mismatch are separate load-time issues." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "BLIP2 dtype propagation on load is distinct from from_config() leaving config.dtype stale." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config loading failure and FSDP CPU RAM efficient loading are different training/runtime paths." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state behavior is unrelated to a tokenizer version-change report." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is not the same as a missing-PyTorch import error." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Repo loading failure and list_repo_files revision forwarding are separate API issues." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-shape runtime error is unrelated to tokenizer slow/fast inconsistencies." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping CUDA assert and Qwen3OmniMoe video ValueError are different failures." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "These are both tokenizer regressions, but they affect different models and different mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model families and different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issues are unrelated to a model-loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same Qwen2.5-VL 5.3.0 video-input regression, with 45381 describing a narrower symptom of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted pair (44479/45381) looks like a conservative duplicate-style match. The other verdicts appropriately separate different models, code paths, or failure modes without overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:45672|issue:45674", + "issue:43582|issue:46821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43742|issue:44589", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:43716|issue:46701", + "issue:45405|issue:45600", + "issue:43906|issue:46468", + "issue:43577|issue:45072", + "issue:43531|issue:44821", + "issue:24643|issue:29870", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:43697|issue:46829", + "issue:45357|issue:45920", + "issue:45663|issue:46846", + "issue:43540|issue:46693" + ], + "prepared_review_unit_hash": "cf1a4d8e87f7254db7eff55ee78331e60ac1e17915135011ced353b92b4d59bd", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated bugs across trainer APIs, tokenizers, multimodal loading, dtype/device mismatches, and model-specific regressions. All soft edges look like superficial similarity rather than the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the cluster is too heterogeneous, and none of the issues is a safe duplicate target for the others.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a good global representative; the topics diverge by model family and code path.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal-related, but they involve different models and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and distinct bugs; the symptoms do not point to the same code path." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention Qwen video inputs, but the affected models and reported regressions are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different weight/layout issues; not the same underlying problem." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated TrainerState tracking bug vs. a compute_loss API compatibility error." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is an init_empty_weights loading error; the other is an AutoImageProcessor-from-URL issue." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer internals and different crash points." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference issues, but they stem from different mechanisms and code paths." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs. TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary-related logic, but they are different models and different failures." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error vs. missing float8 storage type are distinct problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen vs. Smollm issues; not the same rotary-position bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer behavior regressions, but on different models and different symptoms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal, but they affect different models and different pipelines." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Package version pinning and auto_mappings CI breakage are unrelated maintenance issues." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same as a broken official example." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype mismatch bugs in different model architectures and inference setups." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor loading from URL." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error vs. Bart generate() local-variable error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "CPU placement bug in XLNet positional encoding vs. T5 decoder input validation message are different issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Old reproduction issue vs. a performance regression in long-context generation; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch and T5 error-message validation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and different root causes." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model outputs/outputs structure bugs; no shared code path." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Save_pretrained visual-key regression vs. wrong token IDs are unrelated tokenizer/model-save issues." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs. Qwen3.5 TP-plan omission are different model-parallelism problems." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError vs. long-context FA2 performance regression are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44625", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46491", + "issue:46701", + "issue:46829", + "issue:46899" + ], + "soft_pairs": [ + "issue:44625|issue:44877", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:46463|issue:46899", + "issue:28282|issue:32090", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43761|issue:46829", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43819|issue:44811", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:45372|issue:46170", + "issue:43295|issue:45356", + "issue:45542|issue:46178", + "issue:42898|issue:46491" + ], + "prepared_review_unit_hash": "5b463b1b64f4079e521659a1a88f395a418168a1a315a1ec1bbcc78362680fea", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36111, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model, tokenizer, and dependency regressions. A few duplicate families are plausible, including tied-weights serialization in v5 and tokenization space-cleanup behavior, but the Gemma 4 processor import error and the Windows ROCm/torch.distributed issue are not the same bug and should not be grouped as a duplicate pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45005 is still the strongest canonical issue: it captures the broad tied-weights regression family in v5 and cleanly subsumes the narrower lm_head.weight serialization symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best cluster anchor because it is broad, user-facing, and representative of one of the few concrete duplicate families in the packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different model families and different failure modes: missing num_labels propagation vs strict config rejecting granite_speech." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is a silent reload regression for rotary_pct; the other is a TypeError in rope validation on JSON-loaded lists. Related area, but different concrete defects." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated code paths with different symptoms and fixes." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions, not the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "An incorrect T5 validation message is unrelated to Gemma4 4-bit multimodal dtype casting failures." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and a Trainer _gpu_broadcast_one NoneType TypeError are completely different issues." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and single-label classification zero-loss behavior are different model/component bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation failures are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but one is a generic trust_remote_code object-shaping issue and the other is a specific strict-drop of deepstack_visual_indexes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both involve vision-model outputs, but one is missing hidden_states while the other misassigns last_hidden_state into hidden_states. Different concrete bugs." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaults and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These are the same tied-weights regression family in v5: issue:45005 is the broad translation-model problem, and issue:44466 is a specific device-dependent lm_head.weight serialization symptom." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys after save/load and sinq quantization breakage after save_pretrained are different serialization problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer classes and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() failing after train() are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents STE mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and an unconditional model_info() hub call in offline mode are different loader issues." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 nonsensical outputs and processor.tokenizer access/passing images regression are different multimodal bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are model inference regressions, but they concern different architectures and different failure mechanisms." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id missing and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "These are different failure modes: Gemma 4 processor loading fails because ReasoningEffort cannot be imported from mistral_common, while the Windows AMD ROCm issue is a torch.distributed dependency ImportError/TypeError. They do not look like the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in tokenizer/processor behavior, but they affect different models and different root causes." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/dependency errors, but the specific backend mapping failures are different (tensorboard/TensorFlow vs tensorflow_text)." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": true, + "reason": "These are the same tokenization-space regression family: 42898 discusses the v5 clean_up_tokenization_spaces change, and 46491 is a concrete CodeLlama leading-space round-trip symptom." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded in the packet. `issue:45372` is about Gemma 4 processor loading failing because `ReasoningEffort` cannot be imported from `mistral_common`, while `issue:46170` is a Windows AMD ROCm / `torch.distributed` dependency ImportError/TypeError. Those are different failure modes and do not look like the same bug. Because the summary also lists this as a credible duplicate family, the cluster writeup 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": 23, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43646|issue:43749", + "issue:43452|issue:43577", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:44734|issue:46612", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:44977|issue:46693", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43611|issue:46846", + "issue:43720|issue:43927", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "09f997d46ac3179539cac155c157c8b69d3b819d6919ea0d96de588f79a84be0", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers bug reports, mostly unrelated model-loading or generation regressions. None of the soft edges look like true duplicates, and there are no PRs to compare.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest representative item: a version-wide loading regression in Transformers 5.0. The rest of the set is mostly narrower, model-specific breakages or unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best fit as a cluster representative because it describes a general core regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures; one is a Qwen3-MoE sliding-window bug, the other a MobileLLM load-time key error." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers and special tokens, but they are different bugs in different models/code paths." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage and FSDP CPU-efficient loading are distinct regressions." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breaks are unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "RoPE layer mismatch in Smollm3 is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the specific failures and code paths differ." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is not the same as DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as recurrent-state reset with cache." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Shard-size defaults and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 NaNs from sliding-window attention do not match classification-head NaNs after checkout/init." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are different Qwen3.5 bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Serve KV-cache indexing crash and beam-search cache reorder skipping are different generation bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Generic NoneType GPU broadcast error is not the same as Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Device-dependent lm_head serialization differs from broken sinq quantized save/load." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading failure is unrelated to Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to chunked generation output inconsistency." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Missing fields from trust_remote_code configs and removal of is_torch_fx_available are different breakages." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and MPS attention correctness are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Generic v5 loading regression is unrelated to Qwen3.5 TP-plan missing linear_attn entries." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading and custom token IDs persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT model preset loading and OmDet-Turbo processor image-size mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710" + ], + "soft_pairs": [ + "issue:43782|issue:46693", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:44625|issue:45584", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:43646|issue:44466", + "issue:44849|issue:46209", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44488|issue:44843", + "issue:44568|issue:45812", + "issue:44792|issue:45405", + "issue:43927|issue:44361" + ], + "prepared_review_unit_hash": "0a26806baee658e262d629e55a0e3e2549b8c3c54d72a7d79028cd08e57d6825", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37080, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, multimodal, training, loading, and performance bugs. None of the proposed soft edges looks like the same underlying issue/change, so all should be rejected. If forced to pick one representative issue, issue 45812 is the strongest general tokenizer-regression report.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 45812 is the closest thing to a cluster representative: it is a broad, clearly framed tokenizer regression with strong impact and good discussion context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most actionable single issue to keep as the representative entry, even though the cluster overall is not coherent.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3VL load-time weight_only error vs FA2 long-context performance regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch for bark-small vs DiaConfig custom token IDs lost on save/load." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths: Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated training/eval dtype issue vs auxiliary loss normalization bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor regressions: audio chat-template sample rate default vs processor.tokenizer/images compatibility break." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error message issue are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is batched padding handling and the other is assistant tool-call content handling; not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to a PEFT version pin problem." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug and Trainer import conflict with datasets are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs FP8 inference failure on B200; different hardware/pathology." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar theme (missing pad-related config fields), but different models, attribute names, and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage is a specific from_pretrained path issue, while the ScandiBERT report is a separate model-loading failure." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device_map mismatch and sinq save/load quantization break are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing regression and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 output quality regression and ignored return_tensors kwarg are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and DeepSpeed gradient growth are different model/runtime problems." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors are unrelated to the processor.tokenizer/images regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and DeepSpeed gradient explosion are not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to the DeepSeek-R1 accuracy regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are distinct v5 issues." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and concrete tokenization mechanisms; not a single shared bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Generic model-loading failure and offline-mode network call bug are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta and the other is wrong token IDs for Granite; different code paths and likely fixes." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus generation test failure is unrelated to the PEFT version requirement issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:42490", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:46858" + ], + "soft_pairs": [ + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:46399|issue:46846", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:43606|issue:44112", + "issue:46821|issue:46832", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:45072|issue:46832", + "issue:43504|issue:43653", + "issue:43572|issue:44291", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:46832|issue:46858", + "issue:43844|issue:44964", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45229|issue:45823", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090" + ], + "prepared_review_unit_hash": "81a13dade24cd35978c92820880a178f6e677b76d194fda8681790e4eeec8233", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of transformer bug reports rather than one coherent duplicate cluster. The proposed soft edges mostly share a subsystem or model family name, but they describe different concrete failures and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy issue in the set, so it is the best representative anchor; however, the items overall do not form a single true duplicate topic.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and strongest engagement among the issues here, making it the most suitable general representative for triage, even though the cluster is not truly homogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Different problems: a missing import for Qwen2.5-VL vs a Float8 storage lookup failure." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "One is an OOM during tensor-parallel loading; the other is a dependency/version packaging issue." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is an output_hidden_states bug and the other is a save_pretrained key regression." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different model families and failure modes: BEiT legacy config loading vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but one is an accelerate/deepspeed conversion issue and the other is a transformers dev loading breakage." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5-related, but the first is a kernel registration crash and the second is a tensor-parallel plan OOM/shape issue." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Unrelated: category-count runtime limit vs an accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different code paths: position-id key warnings vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real CPU-offload mismatch in Bark; the other is a stale GraniteSpeech CI test." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different runtime failures in different models: a missing window_size attribute vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different models and different missing fields (_pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated compatibility bugs: Float8 storage handling vs flash_attn import_utils KeyError on Python 3.13." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is incorrect text_config unwrapping." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems: bfloat16 dtype mismatch in inference vs RT-DETR backbone feature-level handling." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model/tokenizer bugs: BEiT pretrained loading vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: a missing config field after version bump vs an unexpected init_empty_weights argument." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache/generation-related, but one is compiled-forward inconsistency and the other is max_cache_length semantics for quantized cache only." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different model/pipeline bugs: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline output handling." + }, + { + "left": "issue:46832", + "right": "issue:46858", + "accept": false, + "reason": "Both involve sequence/shape logic, but one is RT-DETR forward input mismatch and the other is static-cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated: ZeRO-3 gradient growth vs a Phi-4 multimodal loading regression." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Same Gemma4 family, but one is a missing default for text-only fine-tuning and the other is a multi-GPU inference OOM." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different tokenizer/chat issues: Whisper timestamp decoding crash vs apply_chat_template on empty input." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is a general offloading issue and the other is save/load breakage for sinq quantization." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting after training-job failure." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a PLE device-mismatch forward bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: SigLIP2 inference/pipeline nonsense output vs unexpected position-id key warnings." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization-related bugs: flash_attention integration on sink-less models vs sinq save/load corruption." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Completely unrelated: local-path import warning vs GPT-oss CUDA OOM." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency has no substantive overlap with the Trainer _gpu_broadcast_one NoneType 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": 23, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:44423|issue:44734", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:45200|issue:45823", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:43232|issue:44849" + ], + "prepared_review_unit_hash": "ed2f1f10fdcd869eac2eda1c045b50cdffa6b1a0fec0e30850e54860074ca6c3", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36800, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicates accepted. The candidate pairs mostly share only broad themes (tokenizers, generation, processors, flash attention, serving) but describe different concrete failures and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43295 is the broadest, most user-facing regression report in the set and would be the best anchor if this were a duplicate cluster, though the cluster is not actually a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 has the clearest generalized regression framing and strongest potential as a representative tracker issue among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different models and failures: Qwen3.5 flash-attention generation bug vs DiffusionGemma pipeline output issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated errors in different areas: compile/non-template-node failure vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing bug and TrainerState token-count update bug are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy Conv2d implementation detail and the other is a memory overflow report; not the same bug." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different flex_attention problems: MPS attention correctness vs a PyTorch version check for AuxRequest import." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they affect different endpoints and failures: multimodal `.to` handling vs KV-cache continuation indexing." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "JIT scripting GeneratorExp support and SigLIP2 zero-probabilities are unrelated model issues." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different models and failure modes: device-mapped Qwen3 cuda assert vs DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and rope-parameter list handling are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different regression targets and symptoms; no shared code-path evidence." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference failures and Wav2Vec2 save/tokenization failures are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is a v4.57.5 tokenizer/processor regression and the other is batched video shape handling." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Import-time flash-attention symbol breakage and meta-device loading breakage are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError and Qwen multimodal from_config text_config unwrapping are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and PLE device mismatch during forward are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different processor regressions: tokenizer/image passing breakage vs wrong video input resolution." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and return_tensors handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba-9B-v2 and ZeRO-3 gradient growth are different training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different backend-import failures: flash_attn KeyError vs tensorflow_text missing from BACKENDS_MAPPING." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate() decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are different failures." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx and loading physical-intelligence/fast are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing flash_supports_window_size import and Qwen2.5-VL import failure are separate import issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states bug are different generation 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": 23, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44561", + "issue:44737", + "issue:44792", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899" + ], + "soft_pairs": [ + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:44466|issue:45127", + "issue:38175|issue:43493", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:44737|issue:46894", + "issue:43278|issue:43856", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:44442|issue:45198", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:44561|issue:46234", + "issue:43335|issue:43550" + ], + "prepared_review_unit_hash": "e4584adf6117fde1f0657c6e49795438a3fe8523c011ca500373264f7e8a1d34", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most proposed pairs are unrelated and should stay separate. The only plausible duplicate-like pair is the two config-loading AttributeErrors for missing `pad_token_id`, which look like the same regression surfacing in different model configs.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43334 is the clearest representative of the `pad_token_id` regression: it directly describes the load failure and names the affected config path, making it a good anchor for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43334 is the best overall issue candidate because it is specific, concrete, and captures the underlying config API breakage more directly than the sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning handling and SigLIP2 model quality discrepancy are different bugs in different code paths." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "One is a SigLIP2 docs/example problem; the other is a `text_kwargs`/`return_tensors` precedence bug. Not the same change." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights/vocab handling, but one is serialization-by-device and the other is LoRA merge collapse after vocab extension; different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; too different to merge." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template issues, but one is multimodal assistant masks and the other is tool-call tokenization crash. Separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL position-id logic and FP8 inference failure on B200 are different subsystems and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize with untied weights." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU `arange` placement and CohereASR double-shift training loss are unrelated model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are different issues with no shared code path evident." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during `from_pretrained()` is separate from CLIP text model structure inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2.5-VL and detokenization for DeepSeek coder are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "`gguf_file` loading breakage and stale `config.dtype` after `from_config(dtype=...)` are different API regressions." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video processor output shapes are unrelated processor bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same underlying regression: model config objects missing `pad_token_id` during loading, causing `AttributeError` on new multimodal configs." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaults and Gemma4 4-bit embedder dtype casting are different multimodal issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are separate tokenizer/model integration bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate stale warning are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC `from_latents` mismatch and GraniteSpeech CI device override failure are different problems." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are separate preprocessing bugs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "`mm_token_type_ids` defaulting and Qwen2.5-VL rope/position-id scaling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues, but one is pipeline removals and the other is `return_all_scores`; same broad theme, not the same concrete change." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and FP8 inference on B200 are unrelated runtime failures." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of `is_torch_fx_available` and a missing `is_falcon_mamba_ssm_available` utility are different import-utility regressions." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are unrelated model/config bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate call on issue:43334 vs issue:43525 is conservative and well supported by the shared `pad_token_id` AttributeError. The other soft-edge rejections also stay within what the issue titles justify, without overstating a merge case." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "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:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:46424|issue:46858", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:45520|issue:46170", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:43550|issue:44112", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:44448|issue:44743", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43335|issue:45083", + "issue:37428|issue:44351", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:45290|issue:46326", + "issue:45127|issue:45245" + ], + "prepared_review_unit_hash": "736d72705fc96247b1bcabda147c6cdfee50af30fc38232893bd55f300130e3b", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36486, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose collection of distinct Transformers bugs across different models, backends, and failure modes. None of the soft pairs look like true duplicates or the same concrete change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the strongest representative anchor here: it is open, has the highest discussion/inbound activity in the set, and is clearly scoped to a concrete reproducible bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue candidate for cluster anchoring because it has the clearest ongoing user-facing report and the most evidence of active interest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs a qwen3_omni_moe feature-length helper behaving unexpectedly." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both concern labels, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is about max_cache_length for quantized cache and the other is a static-cache slice arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific training bugs: LwDetr AMP crash vs D-FINE auxiliary losses missing when denoising is off." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to the LwDetr float16/CUDA loss crash." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Distinct environment/import issues: Python 3.13 flash_attn lookup vs Windows ROCm torch.distributed dependency failure." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failure modes: Qwen multimodal config unwrapping vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "One is a stale dtype metadata bug from from_config, the other is a window_size AttributeError in TimesFM 2.5." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP is not the same as RT-DETR memory not being released after deletion." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and BigBirdTokenizer special-token registration are separate bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing _flash_supports_window_size import is a specific flash-attention utility breakage, not the broad Torch 2.10 compatibility issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to the GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are a different issue from Trainer broadcast rejecting NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError and MacOS bus error on a CLIP model are clearly different failures." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are not the same code-path bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output differences across versions are unrelated to Qwen3.5 modular recurrent-state reset behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Beit semantic-segmentation preset loading with a legacy field." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error is not the same as the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during eval and a pipeline translation-task error message are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast TypeError are different problems." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is assistant_masks being all zero for multimodal inputs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length arithmetic are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Flash-attention utility import failure is not the same as the missing HybridCache import." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss issue do not share the same underlying code path." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to the GraniteSpeech stale device-override CI failure." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is tool-call handling with empty content and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 category limit RuntimeError." + } + ] + }, + "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": 23, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:46431|issue:46566", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:26413|issue:31501", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:39692|issue:44493", + "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:44360|issue:44561", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:44448|issue:44977", + "issue:43278|issue:43329", + "issue:45920|issue:46192", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "d673e4c92428b8b64ad6456c89cab74acebff93e8d48c417185a265a8ecefa7c", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports that only share broad themes like loading, device mismatch, or regression wording. I found one strong duplicate pair: the repeated Qwen3.5 MoE `from_pretrained` error reports.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45310 is the best issue representative for the only clear duplicate subgroup: it is the earlier, fuller report of the Qwen3.5 MoE `from_pretrained` regression, and 45478 reads like a later re-report of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest issue to keep as canonical for deduping because it has the clearest overlap with 45478 and appears to be the more detailed primary report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Both involve loading/configuration, but one is a missing chat-template error in a processor and the other is DiffusionGemma staying on meta with `device_map=\"auto\"`; different bugs." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Both are model-loading related, but one is a Llama 3.2 vision load failure and the other is token-embedding reinitialization during `post_init`; not the same code-path." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "One crashes in flash-attention integration on `s_aux=None`, the other is a CPU-offload incompatibility in Qwen3_5Moe rotary embedding; distinct failures." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning for local paths is unrelated to GLM-4.7 Flash loading failures in unit tests." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported bug: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0; 45478 looks like a duplicate re-report of 45310." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are regressions, but one is Pegasus output divergence across v4/v5 while the other is DeepSeek tokenizer behavior in v5; different subsystems and fixes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "`DAC.from_latents` missing STE mismatch is unrelated to the position-id unexpected-key issue affecting many models." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resumption epoch-iterator failure and FineWeb training startup failure are different training-loop problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are not the same bug as `reduce_labels` returning only one label in BeitImageProcessorFast." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "One is a CPU-offload device mismatch for bark-small, the other is an AMP/CUDA crash in LwDetrImageLoss; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking with missing protobuf support is unrelated to the missing `is_falcon_mamba_ssm_available` import-utils symbol." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "A Sam3Video OOM and Swin2SR over-padding are different model/preprocessing problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc-example issues do not match the widespread unexpected position-id-key regression." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen3 Omni-MoE feature-length helper behavior are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in `LasrFeatureExtractor` is unrelated to Gemma4 PLE device placement under `device_map=\"auto\"`." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP loading are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to removal of `is_torch_fx_available` breaking `trust_remote_code` models." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention numeric/runtime issues, but one is an AMP loss crash and the other is a bfloat16 dtype mismatch in inference; not the same concrete defect." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to Qwen3 Omni-MoE feature-length helper behavior." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is a model-specific issue, not the general position-id unexpected-key regression." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 vision loading failure are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests do not share the same underlying bug as embedding reinitialization after resize." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate-time `decoder_attention_mask` assignment bug is unrelated to the Trainer broadcast NoneType crash." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are different model-path problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in evaluate and undefined video-branch variables in multimodal token counting are distinct issues." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in AutoTokenizer for multiple models is not the same as `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crashes on tool-call assistant messages and incorrect Qwen2.5-VL video position IDs are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The dedupe call is well grounded in the packet: 45310 and 45478 have the same title and clearly overlapping Qwen3.5 MoE `from_pretrained` regression reports, with 45310 being the earlier/more detailed report. The soft-edge rejections are appropriately conservative and do not overclaim cross-issue sameness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:44857|issue:45588", + "issue:37428|issue:42175", + "issue:46421|issue:46858", + "issue:32090|issue:33290", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:43976|issue:45440", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:33357|issue:39692", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198" + ], + "prepared_review_unit_hash": "b66be1c1b54d1bfb08db61066861770a91dc316634d341d2a331d0a15c80512c", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37005, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a broad grab-bag of unrelated Transformers bugs across tokenizers, generation, training, caching, quantization, and packaging. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the best representative anchor: it is open, has several inbound references, and describes a broad runtime problem around offloading/quantization. That said, the cluster is heterogeneous and does not really have a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to keep as the cluster representative because it is active and broadly scoped, but it should not be treated as evidence that the rest are duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is a custom token ID persistence bug and the other is wrong custom-module resolution after save_pretrained; different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different models and symptoms: flash-attention generation failure vs multi-GPU CUDA OOM." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Old DistilBERT issue vs torch.jit.script GeneratorExp export problem; unrelated code paths." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators/script, but one is a Python 3.13 import parsing issue and the other is a missing decorator in Qwen3.5 kernel registration." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode related, but one is BF16\u2192FP32 dtype drift and the other is gradient checkpointing being unsupported in eval." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call crash and video padding calculation bug are separate preprocessing problems." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask initialization error vs Deepspeed/Adafactor OOM; different components and root causes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Both are vision-related, but one is a multi-image finetuning failure and the other is a label-reduction bug in BeitImageProcessorFast." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP loss crash and flash_attention AttributeError are unrelated code-path failures." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Import error for a missing flash-attention helper vs packaging/backend dependency omission." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is spurious recompilation from lazy init and the other is a device-tensor return breaking slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of NoneType and OOM with Adafactor/Deepspeed are different training failures." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one breaks trust_remote_code via removed FX helper and the other changes DeepSeek tokenizer output." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory/offloading themed, but one is quantization offloading not working and the other is multi-GPU inference OOM; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs native DeepSeekV3MoE divergence; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is generation output mismatch and the other is inconsistent serialization/tied-weights behavior." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to the Trainer _gpu_broadcast_one TypeError." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning and quantization offloading failure do not share a concrete code-path bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token regression and Gemma3 NaN embeddings from sliding-window attention are distinct issues." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype drift vs tensor-parallel OOM while loading a large Qwen model; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch and flash-attention generation failure are different model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping assert on A800 and Gemma4 multi-GPU OOM are separate inference problems." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sinkless crash and Gemma4 PLE device mismatch are unrelated forward/integration failures." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs resume-from-checkpoint key mismatch; different mechanisms." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState token-count update bug." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation crash vs stale warning emission; not the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs/model mismatch are separate issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature bare-except bug; different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash on NER/batched padding is not the same as Wav2Vec2 save_pretrained/tokenization 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": 23, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43931", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:46121", + "issue:46369", + "issue:46693" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:45372|issue:45588", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43653|issue:44442", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:29942|issue:30064", + "issue:45491|issue:46693", + "issue:45459|issue:45712", + "issue:43065|issue:43994", + "issue:45245|issue:45563", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:45412", + "issue:43066|issue:44462", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:45372|issue:45459", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "9f0599c625cf3a2eb63edf3a56dd1a896b12e330fd1cae5e65ef9d99318fe63d", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36513, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad semantic grab-bag of unrelated Transformers issues (tokenizers, loading, generation, export, quantization, vision, memory, and model-specific regressions). None of the soft edges look like the same underlying bug/change, so they should all be rejected as duplicate candidates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration/empty decode is unrelated to Qwen recurrent-state reset in cached seq_len>1." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Both involve loading/config code, but one is a base_model_prefix regression and the other is rope-validation type handling." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import failure and flash-attention sink handling are different code paths and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FineGrainedFP8 config support and the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are different model-implementation bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor loading import error and serve-time missing _tokenizer attribute are distinct failures." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor is not the same as the video-input regression in VL models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are separate regressions." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both mention long-context/FA2, but one is NaN embeddings and the other is a performance regression." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hidden tokenizer errors from protobuf handling and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d placeholder and SigLIP2 nonsensical outputs are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale paging warning in generate() affect different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export incompatibility with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-insufficient info messaging and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory leak are different defects." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are separate tokenizer-loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and resume_from_checkpoint key mismatch do not share a concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation drift and D-FINE auxiliary-loss omission are unrelated model behaviors." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma processor import dependency issue is not the same as protobuf exception masking tokenizer errors." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are separate concerns." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and post_init reinitializing resized embeddings are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/model execution bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak and Sam3-litetext memory overflow are different memory problems with different causes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "TP load OOM and increased reserved memory under int4 quantization are both OOMs but not the same root cause." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer-loading failure and bfloat16 dtype mismatch in inference are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Qwen3-VL weight-shape mismatch are different regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are distinct generation 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": 23, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29870", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43827", + "issue:43873", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:43824|issue:44279", + "issue:27957|issue:29127", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:27957|issue:33290", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:43334|issue:43531", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:45003|issue:45440", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43316|issue:43525" + ], + "prepared_review_unit_hash": "c3108308f7c596848e737ff380bd424943026e15788a3a4d73e4cb49fe01344b", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35995, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial matches on broad terms like Flash Attention, Qwen, or config/init errors, but they describe different concrete bugs and would not be merged as duplicates. This looks like a noisy similarity cluster rather than one coherent duplicate set.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs Kosmos2.5 OCR long-input memory/index behavior." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Unrelated bugs: BeitImageProcessorFast label handling vs FA2 long-context performance regression." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific Qwen2.5-VL import error; the other is a generic dependency issue with no concrete shared code path." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Only share being model bugs in Transformers; XLMRoberta Flash Attention 2 and LayoutLMv3 error messaging are different problems." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles are too generic and do not indicate the same underlying bug or code path." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 wrong outputs vs SAM3 LiteText memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support issue and Adafactor+DeepSpeed OOM are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors/tokenizers and different crash conditions; no shared concrete defect." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor in DeepSpeed is not the same as Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Both are Qwen-related, but one is a missing config attribute and the other is a sliding_window behavior issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Memory blowup in optimizer/offload path versus embedding reinitialization after resize; different bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation type error and Qwen3.5 kernel registration crash are different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model crash and removed auto-mapping config references are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is separate from quantization offloading behavior." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding behavior and the other is video vision_position_ids correctness." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5MoE CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug has no relation to category-count runtime limits." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage and PatchTSMixer post_init policy are not the same concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state caching bug and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-size failure are different model-specific defects." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to LasrFeatureExtractor's unsupported center argument crash." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are not the same issue." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug and FastSpeech2ConformerTokenizer loading failure are different paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend dependency mismatch and a missing utility export are not duplicates." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and BART generate() UnboundLocalError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and docs referencing removed pipeline() are unrelated changes." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both involve config APIs, but the reported defects differ and do not clearly target the same missing field or behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:44987|issue:46178", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:27957|issue:32090", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "3ce624b40426d2181e581e8780eeee934e43042359b09ce0fbbbc3be27d416cb", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35284, + "estimated_input_tokens": 8821, + "estimated_eval_tokens": 17898 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share only superficial wording around loading, configs, or regressions, but each describes a different concrete bug or feature gap. No duplicate groups look safe to merge, and there is no meaningful canonical issue/PR for the cluster as a whole.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and model-specific problems, so there is no single underlying bug to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative; the cluster is too mixed to justify a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Different problems: tokenizer AddedToken keyword collision vs repo file listing not forwarding revision." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs a video-input regression in Qwen VL models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both are vision-related, but one is rope-index time scaling in Qwen2.5-VL and the other is over-padding in Swin2SR." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import error vs DeepSpeed ZeRO3 deque underflow are unrelated failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code config fields missing on load vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs Qwen3-VL weight-shape mismatch on load are distinct issues." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config APIs, but one is a Gemma3TextConfig discrepancy and the other is AutoModelForCausalLM.from_config unwrap behavior." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different code paths: CLIPVisionModel forward output bug vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config missing model_type." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch when loading a model vs broken save_pretrained checkpoint serialization for Qwen3.5." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for a specific repo vs backend registry error for tensorflow_text." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer is unrelated to FuyuBatchFeature's broad exception handling." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are different save/load bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs synchronization bug vs gather_for_metrics dropping tuple labels in the last batch." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution issue and tensor-parallel OOM when loading a large Qwen model are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model TP memory blowup vs key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mapping." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape change is unrelated to a missing PyTorch dependency error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper vs pipelines import failing on kernels version/revision requirements are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to the v5 translation-task error message issue." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token_id config mismatch do not describe the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:42175", + "issue:43065", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44464|issue:46421", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:43404|issue:43441", + "issue:44242|issue:46894", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43352|issue:46640", + "issue:43572|issue:46178", + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:44792|issue:45600" + ], + "prepared_review_unit_hash": "f6d5ec43e9653791fd153e09c42daf436198f308ed8aaf046a0d8c6a71d3a621", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35387, + "estimated_input_tokens": 8847, + "estimated_eval_tokens": 17950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated closed/open Transformer bug reports that only share broad themes like loading, configs, or generation. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45698 is the most active and broadly framed report in the set, so it is the best single anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest candidate for triage because it is open, has the most discussion/inbound references, and describes a reusable loading failure rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked generation/cache behavior, but one is about inconsistent outputs from compiled forward while the other is about lazy cache init causing recompilation. Different symptoms and likely different fixes." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma EOS-token config mismatch and Whisper empty transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "A Gemma3TextConfig API mismatch and a Mistral-3 image preprocessor dtype mismatch are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow backend packaging and Gemma3TextConfig API behavior are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about patchtsmixer post_init being optional, the other about non-persistent buffers being initialized incorrectly; not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma EOS-token inconsistency and sinq quantized save/load breakage are different persistence issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic v5 custom-model initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Swallowing exceptions in Fuyu tensor conversion and Trainer import failing with datasets installed are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 runtime breakage and a Janus image-generation test failure are not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "A gguf_file loader problem and an unrecognized model_type config problem are different loading failures." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is separate from FlashAttention support in Ministral-3." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "These are both loss-related, but one is about router logits gating auxiliary loss and the other is a training-loss double-shift pattern; not the same code path." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code and max_cache_length handling in quantized cache are unrelated caching bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion and Windows ROCm import/dependency issues are different problems." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo preprocessing size mismatch and Sam3-LiteText memory overflow are unrelated model/runtime issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A vague data request and a Gemma pipeline roundtrip failure are not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different regressions in different components." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading and wrong custom-module loading after save_pretrained are both loading-related, but they concern different mechanisms and fixes." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen2_5_VL batched apply_chat_template are separate input-processing bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling and a missing import_utils helper are unrelated backend/import issues." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but the titles do not indicate the same model or code path; too broad to merge." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad_token_idx config regression and tensorflow_text backend mapping errors are unrelated configuration failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different Sam3 issues with different fixes." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "gather_for_metrics last-batch label dropping and auxiliary-loss normalization are distinct training bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA/vocab merge collapse and Gemma 4 mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure and broken auto_mappings references to removed configs are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46421", + "issue:46617", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897" + ], + "soft_pairs": [ + "issue:44792|issue:44977", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:44869|issue:46832", + "issue:45245|issue:46858", + "issue:44855|issue:45588", + "issue:43673|issue:46421", + "issue:43827|issue:43994", + "issue:44242|issue:46897", + "issue:43931|issue:44060", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:45563|issue:45584", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "91d551e6010ea0c56f62e3bef9625ba26d28c079c3b7508a8529307e54e91215", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35802, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of superficially similar but mostly unrelated issue reports across different models, pipelines, cache paths, and config behaviors. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items split into many unrelated bugs and feature regressions, and the soft pairs do not share a single concrete code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; the cluster is too heterogeneous for one issue to represent the others well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and failures: janus image generation test vs Qwen3.5 flash-attn generation." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is recurrent-state reset logic; different bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video classification processor lookup and SAM3 video output attribute error are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading script error vs model loading failure for Phi-4 multimodal; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 pad_token_id attribute issue is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload are different configuration bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinit on post_init is unrelated to import warning from a trailing-slash local path." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Config validation for head_dim and image over-padding are unrelated subsystems." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code caching, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality runtime error and device-tensor slice arithmetic in cache are different issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError on import and flash-attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill cache, but one is missing cache data and the other is lazy init causing recompilation; distinct bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline APIs is not the same as a SigLIP2 pipeline correctness bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission and Florence2 double-shift training loss are different model-training bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model/config issues." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate decoder_attention_mask error is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX rotary_pct reload are different bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale generation warning and Whisper empty-transcription crash do not share a code path." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug and XLMRoberta Flash Attention 2 issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support problem and TorchScript parse error on import are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to local dataset loading in a training script." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position_ids bug and SAM3-litetext memory overflow are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and strict config loading for granite_speech are different configuration concerns." + } + ] + }, + "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": 23, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:43295|issue:45276", + "issue:45290|issue:46752", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:45632|issue:46234", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964" + ], + "prepared_review_unit_hash": "b83b44bb7e004b530682e708c9ad5ad044d6e1da08202b92f249cbac5ad2f6f7", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36313, + "estimated_input_tokens": 9079, + "estimated_eval_tokens": 18414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated across different models, processors, and runtime paths. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44521 is the most broadly representative and active user-facing bug in this set: it is open, has multiple inbound references, and concerns multimodal chat-template behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is a strong triage candidate because it is current, well-discussed, and has clear downstream impact on multimodal workflows.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression in generation vs KV-cache continuation crash in serving." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "One is a Qwen3 auto device-map CUDA assert; the other is a category-cardinality limit error." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs dataset loading in a training script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning in paged generate()." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to local dataset loading in image-classification script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA extended-vocabulary collapse and Qwen3.5 visual-key save_pretrained regression affect different mechanisms." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they concern different models and different failures (position IDs vs padding math)." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is not the same bug as auto_mappings referencing removed configs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizers, but one is a broad v5 regression and the other is a DeepSeek-Coder v1 gap tied to a specific prior fix." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video and memory overflow in sam3-litetext are distinct model/mode failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer access regression is different from resize_token_embeddings propagation to Gemma4 embeddings." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Tool-call/no-content chat-template crash and empty-list IndexError are separate edge cases." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is not the same as serving-side KV-cache tensor indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug and bare-except error swallowing are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard backend mismatch." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation in Gemma4 is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal templates, but one is assistant-mask computation and the other is video vision-position IDs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k output nesting and Bart generate() decoder_attention_mask are different generation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is a different cache path than static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local trust_remote_code cache collisions and a missing import_utils symbol are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two separate model-loading failures for different models and causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import sometimes is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to Sam3LiteText config cleanup in CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and unrecognized model_type are different configuration/load failures." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test drift is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one is multimodal assistant masks and the other is tool-call handling with missing content." + } + ] + }, + "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": 23, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:42175|issue:44279", + "issue:27957|issue:35141", + "issue:46082|issue:46121", + "issue:42796|issue:44521", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:43479|issue:45375", + "issue:43381|issue:45593", + "issue:44496|issue:45042", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:44496|issue:45759" + ], + "prepared_review_unit_hash": "0adbfc4a6259c5859974695d57c9f56e145ed9dd178f2aa651ed02324b967285", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster remains a heterogeneous mix of unrelated issue reports. All soft pairs should be rejected; notably, the two Ministral/FlashAttention reports look related at a high level, but the available evidence is not enough to conclude they are the same underlying defect.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs and regressions, so picking one representative issue would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping: there is no issue that clearly subsumes the rest of this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different problems: one is a backend-install/dependency packaging issue, the other is a generic dependency complaint." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated model/runtime areas: Flash Attention support for XLM-RoBERTa vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both are config-validation related, but they concern different logic paths and failure modes (head_dim validation vs rope-key list handling)." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; not the same missing export." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and fixes: weight tying in Mistral3ForConditionalGeneration vs save_pretrained checkpoint correctness for Qwen3.5." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate import/export regressions in different modules; not one concrete code-path issue." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "One is a position_ids buffer access bug; the other is CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A pipeline import/path bug and a notebook syntax error are not the same underlying problem." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No clear overlap: placeholder title vs audio feature extraction bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length behavior for Quantized Cache." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings CI breakage from removed configs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support regression is unrelated to loading a specific model checkpoint." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and code paths: processor.tokenizer regression vs t5gemma resize_token_embeddings not affecting decoder.embed_tokens." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different failures: helper length calculation in qwen3_omni_moe vs CPU/CUDA inconsistency in PPDocLayoutV3." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-related, but one is save/dequantization behavior and the other is a FlashAttention runtime failure." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same broad flex_attention area, but one is a compiled-kernel failure on newer torch and the other is an import version-check bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a generic dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT image processor label reduction is unrelated to TextClassificationPipeline docs/behavior mismatch." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs with different fields and models; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs PIL image processors incorrectly requiring torchvision are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch in a pipeline is unrelated to model config import failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image generation test failure is unrelated to quantized cache config behavior." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but for different APIs/modules and different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports in different modules; not the same export regression." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve Ministral and FlashAttention, but the packet does not provide enough evidence that they are the same underlying defect; they could be separate crashes with different triggers." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is conservative and grounded, but one soft-edge verdict is too strong: issue:43441 vs issue:45588 is treated as the same bug based only on shared FlashAttention/Ministral wording. The packet doesn\u2019t provide enough evidence to conclude they are the same underlying defect, so this should stay rejected or be phrased more cautiously. All other rejections look appropriately conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:44521|issue:46693", + "issue:44327|issue:46752", + "issue:44279|issue:46515", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:46082|issue:46512", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "f19210f092f588534970d9f314fb57de3335782ed6fccc0cea99b33aa5c6e27a", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35516, + "estimated_input_tokens": 8879, + "estimated_eval_tokens": 18014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of thematically similar but distinct Transformers issues. The soft pairs share broad areas like tokenizers, multimodal processors, save/load regressions, and dependency compatibility, but they do not look like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.57, + "canonical_issue_reason": "If one issue must represent the cluster, issue 45812 is the best fit: it is a clear, user-facing v4\u2192v5 tokenizer regression with broad impact and a concrete code path, whereas the other items are more fragmented across unrelated subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest single representative for the cluster\u2019s main recurring theme (tokenizer / serialization regressions), but it should still be treated as a representative only, not a true duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping in a pipeline is unrelated to SAM3 LiteText memory overflow; different failure modes and code paths." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs is a template/labeling bug, not the same as FA2 long-context performance regression." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "kth-out-of-bounds in QA decode_spans and empty-list IndexError in apply_chat_template are different edge-case crashes." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are separate environment/version problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained corruption are different model families and different code paths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior for t5gemma is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration failure are distinct problems." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A dependency issue and a bumped-but-unreleased PEFT minimum version are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "processor.tokenizer/image passing regression and Deepseek tokenizer corruption are different tokenizer-related failures." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD optimizer args and a tie_word_embeddings warning in Qwen3.5 are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a TextClassificationPipeline docs note; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility and an unreleased dependency bump are different release issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint serialization are separate bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import and broad post-upgrade import errors are not the same concrete failure." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config head_dim rejection and stale model.config.dtype after from_config are different configuration bugs." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an unrelated data request are clearly not duplicates." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 visual-encoder save_pretrained corruption are distinct multimodal regressions." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor bug and a broad remote_code breakage are not the same underlying change." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization by device and gemma4 resize_token_embeddings not updating embeddings are different weight-handling bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading and GLM-4.7-Flash unit-test loading are unrelated model-specific failures." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss suppression are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are different regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and Gemma 4 mm_token_type_ids defaults are separate model-training issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder data request and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id are different config-level bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata saved incorrectly and AutoTokenizer ignoring tokenizer.json are related to serialization/loading, but they are not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "torch >= 2.9 flex_attention failure and tensorboard-without-TensorFlow backend errors are unrelated dependency/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46851" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:44336|issue:46851", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:43824|issue:43976", + "issue:42796|issue:43441", + "issue:45542|issue:45800", + "issue:43525|issue:43881", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:46655|issue:46726" + ], + "prepared_review_unit_hash": "6381f1395ad2218815ae880820947291e9151705481615a41968e5853d3e0a39", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35213, + "estimated_input_tokens": 8804, + "estimated_eval_tokens": 17864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated issues (tokenizers, model loading, docs, deepspeed, offload, kernels, etc.), so there is no obvious duplicate cluster representative.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated failure modes, so none should absorb the others as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication; the pairwise overlaps are superficial rather than the same code-path bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs. init_empty_weights/_is_hf_initialized TypeError are different failures and code paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention regression and Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash vs. list_repo_files revision forwarding are unrelated subsystems." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in deepspeed is not the same as optimizer.step being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure differs from loading a dequantized model with gpu/cpu offload." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files is unrelated to the Chinese data-filtering slowdown report." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision issue and torch.split return-values issue are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring future-annotations crash and ReasoningEffort import error affect different paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report are unrelated to variable-length position_ids behavior." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references and leftover dummy classes are both cleanup issues but not the same change." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility is distinct from variable-length position_ids handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Missing TensorFlow backend from extras install is unrelated to Python version support breakage." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained are different loading/saving problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer regression are different model/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading issue in v5 is unrelated to ESM2 model breakage." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch is not the same as intermittent slow import performance." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression and CLIPVision hidden_states regression are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error is unrelated to the Python 3.9+/3.10+ compatibility issue." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are separate Ministral issues." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging bug is unrelated to torch-transformers incompatibility." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are different model config/load issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "kernels revision requirement on import and Qwen3.5 registration crash are different kernels failures." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape leakage and wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "SmolVLM video padding bug is unrelated to missing-vision-backend AutoProcessor import behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43784", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45292", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:45561|issue:45563", + "issue:46399|issue:46851", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:46614|issue:46665", + "issue:43526|issue:45003", + "issue:45072|issue:46829", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:36246|issue:42757", + "issue:44779|issue:45292", + "issue:36246|issue:44351" + ], + "prepared_review_unit_hash": "cdebab2494e4571e80e0a0d783a5877c2d229b214256730b1b70b946cff218ae", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36431, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely related by being Transformers import/load/regression reports; the soft pairs do not look like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest and most central report in the set, with the highest discussion activity and a core import-path symptom that best represents this loose cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best representative issue for the cluster because it is generic, high-engagement, and closer to a shared library-level regression than the narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: missing Float8 storage lookup vs a Qwen3.5 chat/runtime crash." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but one is missing pad_token_id and the other is trust_remote_code dropping fields; different code paths." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids in Qwen models, but one is Qwen2.5-VL temporal scaling and the other is Qwen3.5 variable-length input handling." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Superficially both are import/version issues, but one is a missing AutoImageProcessor export and the other is Python-version compatibility." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs a zero3 from_pretrained failure; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs undefined tf backend error when TensorFlow is absent." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3-family issues, but they involve different helpers and symptoms, not one concrete defect." + }, + { + "left": "issue:44242", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss omission and unrecognized model/config loading are unrelated problems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generation warning are different subsystems and failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is kernel registration/decorator failure and the other is variable-length position_ids handling." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to the Qwen3.5 attention registration issue." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input processing failure and empty-list chat template crash are different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer backend state leakage is unrelated to the from_pretrained-inside-classes inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are separate subsystems." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch and hidden_states/output field mix-up are different defects." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading a registered buffer incorrectly is not the same as a zero3 model-loading failure." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen3-related, but sliding_window and chat crashes are distinct bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are version-regression reports, but one is LoRA compatibility across HF4/HF5 and the other is Qwen3VL-MoE loading breakage." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load balancing loss and D-FINE auxiliary losses are different model-specific loss bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance is unrelated to the Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention aux handling and Qwen3.5 variable-length position_ids are different issues." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size attribute errors are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior changes are different concerns." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "A model-loading failure and an empty-chat-template crash are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and CPU/CUDA output mismatch are distinct model/runtime bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different packages." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output_embeddings are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VLImageProcessor and missing HybridCache are separate export/import 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": 23, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:41950", + "issue:42199", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:46897" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:44496|issue:45003", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:44466|issue:45335", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:42199|issue:46851" + ], + "prepared_review_unit_hash": "e4a88560873bf0ac7ed246f34cf14a0bf4c1384e185d97a4277aa98be0681f93", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35977, + "estimated_input_tokens": 8995, + "estimated_eval_tokens": 18246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly connect unrelated bugs that happen to share broad themes like video processing, DeepSpeed, Qwen, or config handling. I would not merge any of the proposed soft edges; there is no PR in the set.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick one issue as a representative, issue:45003 is the broadest core-code bug and the least model-specific, but the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the most generally applicable, self-contained bug in the list and has the clearest core-library relevance; it is a reasonable representative issue, though not a strong canonical for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and failures: video-classification pipeline vs audio feature extraction. Same broad library, not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for TextClassificationPipeline vs unsafe sys.modules access in modeling_utils; unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque/index error; different bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core import/module access bug vs pytest-xdist race in testing utilities; unrelated behavior and fixes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input issues, but they concern different models and different failure modes (Qwen3OmniMoe validation vs SmolVLM padding)." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model-loading config error for OLMo vs unsafe sys.modules lookup; no shared concrete code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 token-type-id handling; unrelated models and bugs." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video inputs, but one is a regression across Qwen VL models and the other is a SmolVLM padding bug; different fixes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing field under strict config and the other is AutoModel config unwrapping; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs import slowdowns; no shared failure mode." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error vs a performance regression report; unrelated issues." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Same SAM3 family only at a very high level, but one is a missing output attribute and the other is memory overflow; not the same code-path bug." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related, but CPU offload incompatibility and missing decorator during rotary-pos-emb registration are distinct problems." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure for granite_speech vs a missing config field silently dropped; both config-related, but different bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing image processor symbol vs a ZeRO3/BertModel index error; completely different failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor API regression vs token-embedding resize not updating output embeddings; no shared concrete code path." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated behaviors." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Saving processor files missing assets vs AutoProcessor missing vision backend handling; distinct lifecycle stages and bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-logit load-balancing loss omission vs LW-DETR float16 AMP crash; different model heads and failure mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights depends on device vs resize_token_embeddings not updating decoder embeddings; related embedding area, but not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers 5.0 compatibility issue vs CPU-vs-CUDA result divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast vs protobuf exception masking tokenizer errors; different layers of the stack." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError vs MLflow reporting not updated after failed training job; unrelated systems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific Flash Attention support rejection vs a generic Flash Attention 2.0 topic; not the same concrete issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR-derived cardinality/background-class error vs Qwen3.5 variable-length position_ids issue; completely different models and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46894" + ], + "soft_pairs": [ + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:45412|issue:46123", + "issue:43653|issue:44162", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:46170|issue:46832", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43723|issue:46710", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:46829|issue:46858", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "dec8a9bc89df77cb821bae130ada9f346c5de512a462daac6e1773f9f2c072cf", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft pairs mostly link superficially similar bugs in different models or subsystems. None of the suggested duplicate edges look safe to merge.", + "confidence": 0.72, + "canonical_issue_reason": "issue:46858 is the clearest concrete runtime regression report: StaticCache/get_seq_length returning a device tensor breaks slice arithmetic on non-CUDA backends.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the most actionable representative of the cache/static-cache regression subset and has the most explicit failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "Different components and failures: image processor label reduction vs ASR training-loss shifting." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different model families and problems; one tied-weights warning, one post_init policy issue." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a warning about tie_word_embeddings; the other is a flash-attention generation bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Unrelated subsystems: memory cleanup for RT-DETR vs partial-batch pipeline bookkeeping." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug vs broad ESM2 breakage; no same code path." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs Windows/ROCm import dependency issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Cache/offline tokenizer loading vs Gemma multi-GPU CUDA OOM; clearly different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 loading/zero3 issue vs deepspeed double optimizer step; different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 issues: dummy Conv2d placeholder vs model-type mismatch warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing vision-encoder attribute vs Qwen3OmniMoe video-input ValueError; not the same bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Platform import/type dependency problem vs RT-DETR feature-level shape bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but the pipeline stale-warning issue is unrelated to tied-weights warnings." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading vs Windows/ROCm distributed import issue; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression vs model accuracy regression after upgrade; not same underlying change." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Moe cache/indexer crash vs Gemma mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 tied-embeddings warning; different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under compile vs Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API regression vs Gemma token roundtrip issue; no shared code path." + }, + { + "left": "issue:46829", + "right": "issue:46858", + "accept": false, + "reason": "VideoPrism output field mix-up vs cache sequence-length tensor bug; unrelated model areas." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; different concerns." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reproduction of another issue vs a Gemma tokenizer roundtrip failure; not the same defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime bugs, but stale indexer cache crash is unrelated to flash_attention s_aux handling." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different compile/cache topics: attention kernel divergence vs spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram dtype bug vs missing chat template processor error; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotations crash vs cache seq-length tensor arithmetic bug; different modules." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder placeholder conv vs MaskGenerationPipeline partial-batch handling; no overlap." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs processor save_pretrained missing files; related theme only, not same bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs transformer upgrade performance regression; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SIGLIP2 model/pipeline semantics vs missing vision backend error; different root causes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs deepspeed optimizer double-step; no shared code path." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch vs post-upgrade slow filtering; unrelated 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": 23, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43723", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:43475|issue:43643", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:43986|issue:46726", + "issue:41628|issue:44933", + "issue:43475|issue:46821", + "issue:45310|issue:45375", + "issue:45230|issue:45397", + "issue:44964|issue:45137", + "issue:39692|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:45406|issue:46202", + "issue:43873|issue:44945", + "issue:44945|issue:45753", + "issue:41628|issue:44351" + ], + "prepared_review_unit_hash": "5aa7f3a59b5df0e57fe8d5838a7280353822d429bfd0216be9922752e21710e8", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35639, + "estimated_input_tokens": 8910, + "estimated_eval_tokens": 18076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers v5 regressions and API breakages. The best umbrella issue is the broad custom/remote-code initialization failure, since it most cleanly represents the shared migration-breakage theme across the set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest, most central report: it directly captures the Transformers 5.0 compatibility breakage affecting custom model initialization, which is the common theme behind many other v5-related issues in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best representative issue because it is the most general and reusable umbrella for v5-era initialization regressions, while the others are narrower model- or feature-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Different bug classes: Gemma eos-token config inconsistency vs AttentionInterface.register behavior change." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: processor save_pretrained file omission vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are v5 breakages, but they affect different code paths and model families; not the same underlying bug." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Ministral FlashAttention failure and empty-list chat template crash are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same broad model family, but one is a missing config field and the other is a from_pretrained failure; not clearly the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is distinct from GGUF loading failure." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation-path regressions: sync_gpus kwargs update vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A model-specific missing attribute is not the same as the generic trust_remote_code missing-fields issue." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to a load hang in Sentence Transformers." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision backends, but one is a video AutoProcessor crash and the other is an image-processor recognition error; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are distinct from backend-missing AutoProcessor error handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures involving different symbols/modules." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: missing SAM vision output attribute vs TimesFM window_size attribute error." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but the reports describe different failures and are not clearly the same code-path bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Placeholder bug report is not a duplicate of Gemma-4 ZeRO3 loading failure." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Different symptoms and targets: documentation example problems vs missing-vision-backend processor handling." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper decode crash on trailing replacement character is not the same as Kimi-K2.5 tokenizer codec regression." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and processor save_pretrained file omission are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation error messaging and auto_docstring stdout noise are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A wrong docstring is not the same bug as Qwen3.5 variable-length position_ids failure." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are different failures." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression and mistral_common continue_final_message bug are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4 processor missing tokenizer field is distinct from Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallelism output corruption are different bugs." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism output errors and Qwen3.5 single-image infinite loop are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exports and different underlying causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44016", + "issue:44038", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46231", + "issue:46399", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:43784|issue:46399", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43278|issue:45137", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43504|issue:45561", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:46077|issue:46123", + "issue:43479|issue:46829", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44016|issue:46231" + ], + "prepared_review_unit_hash": "ebf8734214171a4b8040da7424f2972d66af2696e9446f699abe34108d4f3efd", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one clear duplicate subcluster around the Qwen3 VRAM leak. Most other pairs are different bugs, version-compatibility issues, or unrelated documentation/testing problems.", + "confidence": 0.92, + "canonical_issue_reason": "issue:42673 is the best canonical issue because issue:43704 is an exact title match and appears to describe the same Qwen3ForCausalLM multi-dataloader-thread VRAM leak.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative item in this set: it is concrete, has the clearest duplicate evidence, and the only pair that looks like a true same-bug overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Both mention import/runtime breakage, but one is a NameError on import and the other is a registration ValueError for a specific kernel path; not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Float16/CUDA crash in a loss module versus docstring lint output at import time are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "One is a model-training behavior bug, the other is an import-time stdout/logging issue in auto_docstring; different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same underlying Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3/Qwen3.5 MoE loading, but the model/version details differ and the reports do not clearly describe the same concrete failure." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different missing exports; not the same bug." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different pipeline/model failures with different symptoms and reproduction paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure is a different issue from Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch during eval is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotation crash are different subsystems and bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained/moe serialization issue." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Pretrained BEiT loading with a legacy field is unrelated to a pytest-xdist race in testing utils." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to a janus image generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Missing TensorFlow backend dependency and missing import from image_utils are different problems." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A xdist file-race in testing utils is unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility failure and a missing image_utils import are not the same code-path bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to the captured_info.txt race." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs and OOM with Adafactor/DeepSpeed are different training issues." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A packaging/version pin mismatch is unrelated to docstring lint diagnostics being printed at import time." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang and token embedding resize reinitialization are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they are distinct symptoms and likely distinct fixes." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "TensorFlow backend packaging and leftover dummy classes in dummy_pt_objects.py are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Incorrect attention masking in Gemma4 and a pipeline final-batch flag bug are different concrete problems." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Incorrect default config initialization and wrong output field type in VideoPrism classification are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM threads is unrelated to a long-context FA2 performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug and Whisper word-timestamp decode crash are different model areas and failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue in v5 and missing BOS/EOS insertion for a specific tokenizer are related only broadly, not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the exact-title match between issue:42673 and issue:43704, and the other soft-edge verdicts are appropriately negative rather than overstated. No PR-pair mergeability concerns apply here since these are issues, not PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44448", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46231", + "issue:46762", + "issue:46877" + ], + "soft_pairs": [ + "issue:42898|issue:45812", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:27957|issue:30333", + "issue:42222|issue:45200", + "issue:30333|issue:34689", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:44060|issue:45125", + "issue:22355|issue:28282", + "issue:44075|issue:46231", + "issue:44360|issue:46762", + "issue:44933|issue:45712", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44222|issue:44623", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757" + ], + "prepared_review_unit_hash": "e1ea57af4255986d2428f5a70a1937370775fcdc13cc2805047c4dccef0d02fc", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: tokenizer regressions, import errors, multimodal config bugs, training/tooling issues, and doc problems. None of the soft pairs look like the same underlying bug/change, so I would reject all soft edges. The best representative issue is the broad v5 tokenizer regression report, but only as a loose canonical for the tokenizer subset, not for the whole set.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the broadest, most model-agnostic v5 behavior-regression report in this set and reads like a real underlying code-path bug rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest single issue to anchor a tokenizer-regression cluster, but the overall collection is too diverse to be one duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a generic v5 cleanup behavior change and the other is Granite-specific token-id corruption; different concrete bugs." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "One is a config propagation bug for Qwen3.5 labels; the other is a docstring import-time logging issue. No shared underlying change." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different models and failure modes; not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: multimodal config default initialization versus ModelOutput key assignment semantics." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different models and different failures: missing image-patch helper versus remote-code/meta-init incompatibility." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they stem from different missing symbols and different dependency contexts." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache tensor indexing in serve is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 behavior for XLMRoberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaults are distinct multimodal issues." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are regression reports, but one is tokenizer cleanup behavior and the other is processor.tokenizer/image-passing compatibility." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenization, but Kimi-K2.5 codec handling is a different tokenizer implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and double optimizer stepping are unrelated bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script issues in different scripts with different symptoms; not the same underlying defect." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump versus leftover dummy-class cleanup are unrelated maintenance issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding reinitialization after resize are different training-time bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save-path issues." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning miswiring and missing tensor-parallel plan are different Qwen model-definition bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different import/dependency problems." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a documentation parameter-name mismatch are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A DSA ReLU omission and Minimax attention numerical differences are unrelated algorithmic problems." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A nonexistent image_utils import and stray dummy pt objects leaking into dir(transformers) are different export-surface bugs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to duplicate optimizer stepping." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "A specific tokenizer BPE-marker bug is not the same as an AutoTokenizer.from_pretrained loading issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output differences and AttentionInterface.register behavior changes are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model save behavior and processor file serialization are different save-related bugs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limits and attention registration semantics are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer initialization are different configuration/runtime issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode import from huggingface_hub are separate dependency/export 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": 23, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46710" + ], + "soft_pairs": [ + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:46209|issue:46431", + "issue:46305|issue:46655", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42831|issue:45310", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:22355|issue:27957", + "issue:42831|issue:44038", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "020901591ace58e7fe2560751205d1a0a520ac4f404cd553b08ff1e2083b5529", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35679, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial overlaps (same subsystem or similar symptom) rather than true duplicates. I would not merge any of the candidate pairs. The broadest representative issue in this set is the Transformers 5.0 non-persistent-buffer regression.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43644 is the broadest, most foundational regression here: a core Transformers 5.0 initialization/loading bug with likely wide downstream impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best representative issue because it describes a system-level bug rather than a model-specific symptom or narrow API edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording vs RoPE implementation discussion; different bugs and different fix scope." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_config save metadata mismatch is unrelated to the Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Registered attention callback behavior and accuracy regression after upgrade are only loosely related by symptom." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config validation, but they are different validation rules for different config fields." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug and max_shard_size default question are different save_pretrained concerns." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer import/load failure and flash-attention generation failure are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift and FP8 inference failure do not point to the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split behavior and remote-code/meta-init incompatibility are different code paths." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script dataset loading and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus and max_cache_length handling are different generation/cache bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access and processor.save_pretrained missing files are different save/load problems." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing SAM output attribute and MoonshineStreaming off-by-one are unrelated model-specific bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template error are different failure modes." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but the mask off-by-one and padding calculation bugs are distinct." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA area, but torch.split return values and missing ReLU are different defects." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer behavior vs docstring correction; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in Sentence Transformers and zero probabilities in SigLIP2 are different model issues." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code checkpoint/meta-init incompatibility and incorrect visual encoder keys in save_pretrained are different problems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is not the same as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving/loading quantized models, but they use different quantization paths and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency complaint and a numpy-to-list performance regression are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are indexing bugs, but on different inputs and different code paths." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Precision error from missing rms_norm_eps and meta-init incompatibility are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different serving bugs." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training instability with flash_attention_3 and NaNs after checkout/init are not the same root cause." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Core buffer-initialization regression and streaming mask off-by-one are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe issue are separate bugs." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing import symbols and different affected classes; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46369", + "issue:46402", + "issue:46762" + ], + "soft_pairs": [ + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:42371|issue:44263", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:46172|issue:46762", + "issue:43976|issue:44945", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:43784|issue:45600", + "issue:44704|issue:45290", + "issue:39401|issue:44521" + ], + "prepared_review_unit_hash": "6332eac131a1a015f68a7b7dfd1118944c912feac9797f0d4eff4c87ceb387c5", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35206, + "estimated_input_tokens": 8802, + "estimated_eval_tokens": 17860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Hugging Face Transformers issues. The soft pairs mostly share only broad keywords like tokenizers, imports, or model families, but not the same concrete bug or fix path, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items span many unrelated bugs and regressions, so there is no clear duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No suitable global best issue; the issues are too heterogeneous to represent one underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same Sam3 family, but different bugs: a model-type warning versus missing text-encoder weights. Not the same fix." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Unrelated problems: FineGrainedFP8 accuracy versus a Qwen3_5 image-driven infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing module import failure and tokenizer spacing behavior are different code paths and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but on different models and different mechanisms: offset mapping vs add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is unrelated to the tokenizer decoder-type mismatch in v5." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading and quantized model saving are distinct problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing hub symbol; the other is a broader import breakage after upgrade. Too vague to be the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and a Sentence Transformers loading hang are different failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile kernel divergence is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve Sam3, but one is a warning and the other is a memory overflow in a different path." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state update logic and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both mention tokenization regressions, but one is BPE-marker handling for a specific tokenizer and the other is a version-to-version tokenization change; not enough to treat as the same bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a macOS bus error are different symptoms with different likely causes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save failure and incorrect pipeline-parallel output are separate code paths." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI env command and a NameError during sentence-transformers import are not the same change." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after registering as a buffer and tokenizer_class metadata mismatch are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration messaging and torch.split return values in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different models and different load/offset behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal-instruct are distinct issues." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model-computation issues, but they affect different architectures and code paths." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized/dequantized saving and invalid GenerationConfig are different problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are separate API bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and tied-weights warnings are different model configuration bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "A NameError on import and stale auto_mappings references breaking CI are not the same failure." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs propagation and chat-template crashes with tool calls are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42757", + "issue:42898", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46326", + "issue:46328", + "issue:46614", + "issue:46877" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43976|issue:45446" + ], + "prepared_review_unit_hash": "9ffdf98cf2a7725f63fa518e3baca6f5558606fa5198b4d6a18fa16ee1c6a562", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share broad keywords (tokenizer, import, v5, model family names) but do not describe the same underlying bug or code-path change. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Both involve model/config behavior, but one is Qwen3.5 num_labels propagation and the other is flash_attention_3 training degeneration; different failure modes and fixes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to GLM-5 RoPE implementation; same project area only at a very high level." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing output attribute; different code paths and symptoms." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression versus multimodal assistant mask handling; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained issue is different from tokenizer_config tokenizer_class mismatch during save_pretrained." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer families and behaviors: generic tokenization regression versus mistral_common continue_final_message handling." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to gguf_file loading failures in AutoTokenizer/AutoModel." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug is unrelated to position_ids buffer read access." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading error; not the same concrete defect." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Both are tokenizer issues, but Qwen3.5 offset_mapping and Wav2Vec2 phonemizer backend state are distinct subsystems." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import error and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and FP8 save_pretrained behavior are different operations and different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions in v5, but they affect different models and likely different tokenizer code paths." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to the classification example script returning empty results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to incorrect pipeline-parallel LLM output." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to Python 3.14 load failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import failure and LayoutLMv3 error-message clarity are unrelated issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different multimodal model bugs: SigLIP2 implementation discrepancy versus Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter-name mismatch and import-time docstring diagnostics are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel divergence and SequenceFeatureExtractor.pad inefficiency are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation are separate GLM-5 problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad 'many import errors' report are not the same concrete code-path issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and stale phonemizer language state are unrelated tokenizer behaviors." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is decoder type selection and the other is Deepseek tokenization correctness; too broad to merge." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading breakage and NaNs in classification heads are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3-family load errors, but they concern different model variants and different failure points." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and flex_attention PyTorch version check 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": 23, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44625", + "issue:44704", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45356", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:43618|issue:46829", + "issue:43992|issue:44704", + "issue:43116|issue:43825", + "issue:44075|issue:44936", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:42673|issue:42796", + "issue:43673|issue:46328", + "issue:45356|issue:46614", + "issue:44380|issue:46077", + "issue:42673|issue:46655", + "issue:42222|issue:46752" + ], + "prepared_review_unit_hash": "8d30d7faf3fa07261d6dce9f204d7b7f39bac28220f2151b05b2d71205bee91f", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35332, + "estimated_input_tokens": 8833, + "estimated_eval_tokens": 17922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports that only share broad Transformers/v5/tokenizer/attention keywords. None of the soft pairs look like true duplicates or mergeable one-fix PR equivalents. If forced to pick an umbrella issue, the generic tokenizer regression report is the closest fit.", + "confidence": 0.34, + "canonical_issue_reason": "issue:33453 is the most generic regression-style report here and has the strongest discussion signal, so it is the best umbrella representative despite the cluster not being a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the broadest, least model-specific issue in the set; it is the safest representative if one must choose a single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-Python execution failures and a doc parameter-name mismatch are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification empties and SigLIP2 implementation drift are different problems." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "A VRAM leak in threaded dataloading and bfloat16 dtype mismatches are separate code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is from_pretrained loading; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation and NaNs on checkpoint/init are distinct failures with different fixes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and a missing image-processor method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length logic and a flex_attention import/version check do not share a concrete code path." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both affect model outputs, but they concern different models and different output fields; not one duplicate bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights and AutoProcessor kwarg forwarding are separate loading issues." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "An example script returning empty results is not the same as a pipeline deprecation/error-message issue." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Ignored SGD args and trainer evaluate/train state breakage are unrelated optimizer/training bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Both are v5 regressions, but one is optimizer-state corruption and the other is accuracy drift; different underlying causes." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "FlashAttention-2 support for GPT2LMHeadModel is not the same as a generic Flash Attention 2 bug report." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split indexing issue and Minimax numerical mismatch are different model behaviors." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and empty chat-template input handling are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale cache crashes and Swin2SR over-padding are completely different subsystems." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to attention numerical differences in another model." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a PyTorch version-check bug are not the same issue." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a loading regression and the other is wrong offset mapping in Qwen3; not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache in chunked prefill are different training/generation paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning about num_return_sequences are not the same failure." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "A VRAM leak and incorrect BPE marker handling are unrelated tokenizer/model issues." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing and a padding performance regression do not share a code path." + }, + { + "left": "issue:45356", + "right": "issue:46614", + "accept": false, + "reason": "Kimi tokenizer codec/regression handling and phonemizer backend state are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but they affect different models and different mechanisms (scaling config vs bidirectional masking)." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "A VRAM leak in threaded inference and a video padding calculation bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose model loading and empty-list chat templating are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:46002", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43408|issue:43742", + "issue:43122|issue:46298", + "issue:45362|issue:46328", + "issue:42617|issue:45341", + "issue:44484|issue:45310", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44410|issue:45478", + "issue:42371|issue:46617", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:43208|issue:46894", + "issue:38617|issue:44220" + ], + "prepared_review_unit_hash": "8231d9bf98265fd720239315f957d48c78c54e0e3db9fe0fe24dae197c9281fc", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36508, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These soft pairs are mostly false positives: they share broad themes like regressions, imports, tokenization, or model loading, but they describe different concrete failure modes and would not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here, covering multiple import regressions after upgrading from 4.57.0 to 5.5.0; it best represents the cluster\u2019s general upgrade-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most central and general user-facing bug report in the set; the rest are narrower, unrelated symptoms in different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-regression reports, but one is an init_empty_weights/_is_hf_initialized TypeError and the other is PretrainedConfig type-checking; different code paths and fixes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "One is a PEFT version pin issue, the other is a flex_attention backend/version check bug; unrelated failures." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization on different devices is not the same as NaNs after checkout/init; different symptoms and root causes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next is a model-architecture bug, while Qwen3.5 MoE from_pretrained is a loading/config bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling is unrelated to flash_attention s_aux=None handling; different subsystems and bug shapes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different model families and different behaviors (offset mapping vs generated tokenization output)." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug is not the same as a SequenceFeatureExtractor.pad performance issue; no shared underlying defect." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor output shape differs from an AutoProcessor crash due to missing torchvision; one is data shaping, the other dependency handling." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug is not the same as the pytest-xdist captured_info.txt race; different failure mechanisms." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint serialization corruption." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking and stale config.dtype after from_config are separate configuration issues with different fixes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Missing tokenizer mapping and _patch_mistral_regex backend_tokenizer crashes are distinct tokenizer-loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Importing a missing internal symbol and missing AutoImageProcessor are both import errors, but they concern different symbols and export paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker model-type mismatch is not the same as a MobileLLM config key error." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "A chat crash for Qwen3.5-35B is a model/runtime issue, not a padding conversion performance issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to the small testing_utils bug; no common code path." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "vitpose model breakage and a tensorflow_text backend mapping error are different loading problems in different areas." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as a documentation typo about set_training parameters." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API settings guidance and missing rms_norm_eps precision behavior are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and FP8 inference on B200 are different bugs with different layers and hardware implications." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized model config are both load-time errors, but they are distinct root causes." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 control API changes are unrelated to cache lookup failures when loading trust_remote_code models." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Missing config.rms_norm_eps and numerical mismatch vs reference attention are different correctness issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils is not the same as the broader import-error cluster after upgrading to 5.5.0." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model-specific issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features() issues affect different modules 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": 23, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:42222|issue:45542", + "issue:45071|issue:45542", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43673|issue:46123", + "issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897" + ], + "prepared_review_unit_hash": "02904d0bee914e5009cfe9b7ec07dd3932de5a481b5918d28c052b525a33e248", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or mergeable same-fix candidate; these are mostly unrelated regressions across tokenizers, model-loading, FlashAttention, and utility code.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43097 is the cleanest standalone regression report in the set: explicit breakage, clear symptom, and downstream references. It is the best anchor available, though it does not subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most canonical-looking issue overall because it is specific, actionable, and well-scoped compared with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: unused SGD args vs double optimizer.step under deepspeed; not the same code-path failure." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer/v5 regressions, but one is decoder-type metadata and the other is changed tokenization output; distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated GLM internals: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: removed config flag vs unexpected position-id keys in models." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a weight-shape load failure and the other is missing projections in layer 0." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache/chunked_prefill bug vs a testing_utils bug; no shared underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking behavior." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorFlow/tensorboard backend import issue." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Different failures in different subsystems: config type checking vs missing TensorFlow backend." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic chat/completions API compatibility issue vs a model-specific streaming failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard sizing question is unrelated to Qwen3.5-MoE loading errors." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting AttributeError vs MLA q_a_layernorm precision/config issue; different components." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different math/shape bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the deepseek-v4 comb transpose/dtype issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are model-specific support issues for different architectures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same general Qwen3-VL area, but one is a load-time weight mismatch and the other is a broader v5/Qwen3-VL-Moe regression report." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different dependencies: transformers internal helper vs huggingface_hub import." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 config/model gaps: missing layer projections vs missing deepstack_visual_indexes field." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related family, but the reported failures are different concrete bugs in different model code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to testing_utils behavior." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision bug is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None bug is broader loader logic, but the physical-intelligence/fast failure is a separate model-specific regression." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different defects: image patch counting vs torch.split return handling." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeekV3 remote/local divergence is not the same as the deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing and mask pipeline final-batch dropping are different pipeline bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config-flag removal complaint vs flash_attention.py crashing on sink-less models; no shared bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift are unrelated model-specific training 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": 23, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365" + ], + "prepared_review_unit_hash": "f3b1cdfcc1c6744bd6ee13c5c83d3776815071f2d6c90102fbcf714f3c9ca7b9", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38104, + "estimated_input_tokens": 9526, + "estimated_eval_tokens": 19308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports; the soft-similarity pairs share surface vocabulary but not the same concrete failure. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs, and the similar pairs differ in concrete failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: none of the reports clearly subsumes the others as one duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs: optimizer state corruption vs. Liger Kernel application." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are loading/import failures, but for different optional deps and code paths." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Different save/load regressions: removed config flag vs. quantization persistence." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated processor import crash vs. max shard size question." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model area, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seed is not the same as a noisy log message." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Specific DeepSeek tensor operation bug vs. broad accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list chat-template crash are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and fixes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction failure vs. TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed config API and quantized offloading behavior are different problems." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline fetch leakage vs. missing embed_tokens.weight during load." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer lifecycle failure vs. import conflict with datasets." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Missing kwargs passthrough and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention backend config bug vs. cache lazy-initialization recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure is not the same as a tensorflow_text backend mapping error." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading crash and tokenizer mapping None bug do not match." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized weights and saving Pipeline objects are different features." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and image-specific infinite loop are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline v5 error message vs. Pipeline save_pretrained support." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning and torch.compile/SDPA failure are distinct issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Repo hygiene dummy classes vs. a noisy logging message." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "bfloat16 precision warning is not the same as tie_word_embeddings warning noise." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile failure are separate model-specific problems." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing weight on load vs. save_pretrained shard-size behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error and Python version compatibility are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related complaints in different models and subsystems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as the isolated reproduction issue." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken and deepseek tensor transpose bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Config removal and a noisy log message are not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling bug and AttentionInterface.register behavior change differ." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to importing Trainer." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy issue does not match the Trainer import problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:42490|issue:43012", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:44355|issue:46877", + "issue:43352|issue:43937", + "issue:44483|issue:46369", + "issue:45276|issue:46077", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625" + ], + "prepared_review_unit_hash": "3cc003adb066cd59b83e67212206be233fec0a14a852669b5caee6608570bae0", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37649, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues cluster around Transformers regressions, import/load/save failures, and model-specific bugs, but the soft pairs are not the same underlying defects. I would not merge any soft edge; issue 43611 is the best general anchor for triage.", + "confidence": 0.61, + "canonical_issue_reason": "43611 is the broadest, most central regression in the set: a generic v5 model-loading breakage tied to `base_model_prefix`, which is a better umbrella anchor than the many narrower model- or backend-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best representative issue because it describes a clear, high-impact loading regression and is the most reusable triage anchor among otherwise unrelated bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE quantization-related, but one is `save_pretrained` failure and the other is `from_pretrained` loading error; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Completely different bugs: missing `vocab_size` on Gemma3 config vs an Apple Silicon allocator warmup `TypeError`." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different subsystem and symptom: attention scaling under SDPA/FlashAttention vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Both involve installation/import issues, but one is missing TensorFlow extras and the other is `Trainer` import failure due to `datasets`; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols from different packages; unrelated underlying causes." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local model path slash warning and a PyTorch bfloat16 precision warning are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to GPT2 attention-scaling behavior." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different models and failures: xLSTM training blockers vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both touch request/chat handling, but one is server-side `/v1/chat/completions` acceptance and the other is processor batching with `padding=False`; not the same defect." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import regression for `layer_type_validation` is not the same as unwanted network requests when `local_files_only=True`." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions output regression and GPT2 attention-scaling under SDPA/FlashAttention are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a v5 loading bug and the other is fp8 inference support; different changes." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both are save-related, but quantized model saving and `Pipeline.save_pretrained` failure are distinct code paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but Smollm3 layer-dropping and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other loses hidden states; separate output-field bugs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model-loading issues, but Qwen3VL-Moe breakage and sorted-state-dict loading failure are different root causes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules and symbols; no shared underlying fix is evident." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 `num_labels` propagation and `Trainer` import failure due to `datasets` are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file execution errors and import-time docstring lint output are different runtime problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 support for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "Chat-completions request validation and SAM3 memory overflow are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but one is embedding resize propagation and the other is attention-mask construction; different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 config missing `vocab_size` and SAM3 vision output missing `fpn_position_embeddings` are different model-specific attribute bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Generic loading failure from `base_model_prefix` is unrelated to saving `Pipeline` objects." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization failure and sinq quantized model round-trip breakage are distinct save/load paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state-dict loading failure and Qwen3.5 checkpoint corruption after `save_pretrained` are different symptoms and likely different fixes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "These are both Python-version compatibility complaints, but they target different releases and failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and `patchtsmixer` optional `post_init` restriction are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to Gemma4 bidirectional-attention mask construction." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug and LlamaConfig `head_dim` validation are different configuration issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output field regression is unrelated to Qwen3.5 saved-checkpoint corruption." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs and VideoPrism output-field mixup are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 missing `vocab_size` and Llama4 missing `pad_token_id` are separate config-attribute regressions." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both are config propagation issues, but they affect different models and different fields." + } + ] + }, + "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": 23, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44492", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851" + ], + "soft_pairs": [ + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556" + ], + "prepared_review_unit_hash": "44c6c6a6f4498a4d1bb3bc4d5ef3e68cc80994c293aca42acc924f1d08b35750", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 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issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate() mask bug and tensor-parallel training bug are different code paths and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and import failure caused by datasets are not the same underlying bug." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart decoder mask bug is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and a DebertaV2Model TorchScript parsing issue are distinct." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering load errors and Gemma pipeline roundtrip failures are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and FSDP2 optimizer-state bugs are different problems." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading order issues do not match a missing Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related flaky model tests and pytest-xdist file races are different test failures." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Cache update decoration and generic post-5.0 model breakage are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for startup cost and intermittent slow import reports are not one concrete fix." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and OOM when loading a huge model are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad decoration is unrelated to Python version compatibility failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated model changes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder weight-loading and Qwen3.5 MoE from_pretrained errors are different model-specific bugs." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Loading a sorted state_dict and saving incorrect visual encoder keys are different directions and different causes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency import error is not a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions assignment and CLIP text-model structure divergence are separate API issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepSeekV3MoE implementation divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-based flaky tests and Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A seed flake and a GraniteSpeech CI stale-device-override failure are different test problems." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed stability and broken auto_mappings references are not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization_spaces behavior and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests and AddedToken special-arg duplication are different tokenizer/load bugs." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "AutoTokenizer loading regression and checkpoint reload failure after upgrade are different concrete 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": 23, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43010|issue:43232", + "issue:43502|issue:44961", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664" + ], + "prepared_review_unit_hash": "a1ed0e0743a2cba3feff26c64d5f7871b9749f4cc3ab76dfb3c4f622388381d9", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38593, + "estimated_input_tokens": 9649, + "estimated_eval_tokens": 19554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues (imports, loading, docs, quantization, multimodal, training, generation). The soft pairs look like superficial title matches only, not the same underlying bug or change, so none should be deduplicated or merged.", + "confidence": 0.96, + "canonical_issue_reason": "No single true duplicate stands out in this cluster; if a representative anchor is needed, issue:43824 is the strongest candidate because it describes a concrete, user-facing import regression with clearer scope than the mostly generic 'loading/import/error' reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best global issue anchor: it is specific, reproducible, and has stronger discussion/reference signal than the other items, while still representing a clear Transformers regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained vs missing tensor-parallel plan for Qwen3.5 MoE." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different regressions: int4 CUDA memory/OOM vs checkpoint reload compatibility after version upgrade." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Both are import/cache related at a high level, but one is a missing model symbol and the other is a FileNotFoundError while loading trust_remote_code from cache." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "One is unintended network access with local_files_only; the other is a GLM-5 RoPE implementation issue." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "GLM46V token counting bug vs trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command vs attention registration behavior change; different surfaces and code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration vs dummy Conv2d in Sam3PixelDecoder are unrelated model internals." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained loading error; not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow job status reporting vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs slower filtering after upgrade are different issues." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "PreTrainedModel import failure and HybridCache import failure are separate missing-export problems." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing vs config field dropped by strict validation are different bugs." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor num_frames semantics vs AutoProcessor backend-missing messaging are unrelated multimodal issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache no_grad decoration and generation kwargs sync after sync_gpus are distinct generation/runtime bugs." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leak vs unrelated placeholder issue 'racoon'." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion in model.forward are different kinds of issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network request despite local_files_only is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() after removals vs unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting bug and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading break in dev0 vs v4.57 checkpoint reload failure after upgrade are not the same code-path." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generation UnboundLocalError vs documentation confusion are unrelated generation/docs issues." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file loading errors vs PreTrainedConfig type checking regression are different failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break may both be loading-related, but they affect different models and likely different root causes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Offline-mode import error from huggingface_hub vs broken env command are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs config type checking regression are different areas and bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in forward signature vs missing layer_type_validation import are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VL import are both v5-facing but distinct features and failure modes." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue vs placeholder issue are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache export vs cache FileNotFoundError are both import/load related but not the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "inverse_sqrt scheduler kwargs bug vs placeholder issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command vs Python 3.14 loading failure are different concerns." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug vs TextClassificationPipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Missing kwargs passthrough in RoFormer methods vs RoFormer attention interface usage are related only by model family, not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 Video attribute error vs trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request are distinct train/save vs infer concerns." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application bug vs FP8 inference failure on B200 are different runtime issues." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are different missing-export problems." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation bug vs SmolVLM num_frames inconsistency are unrelated multimodal/model 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": 23, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "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:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "3d51e16613e1609e6384135cdaa427b04480cef22720c06d77cf4ac4a6cce252", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38523, + "estimated_input_tokens": 9631, + "estimated_eval_tokens": 19518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose topical grouping of distinct Transformers v5 regressions, model-specific failures, and import/loading issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change; a borderline checkpoint-compatibility pair still looks too different to merge.", + "confidence": 0.88, + "canonical_issue_reason": "If a single issue must anchor the cluster, 45850 is the broadest umbrella report of v5 breakage. It is still too vague to be a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 best matches the cluster theme at a high level because it summarizes widespread v5 regressions, but it is not precise enough for strict deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Both mention cache-related areas, but one is a generation/chunked-prefill cache bug and the other is a cache-strategy typo; different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a Qwen3.5 chat crash; the other is a broad complaint that many models break in v5. Not the same concrete failure." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading and TensorFlow backend installation are unrelated failure modes." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific processor save_pretrained file bug vs a generic bug report title with no evidence of the same code path." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion and SmolVLM video num_frames semantics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but one is a general bug and the other is a missing tensor-parallel plan; different concrete problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import internals, but one is lazy loading behavior and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression are different paths." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is bbox output hallucination and the other is an infinite-loop issue 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." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs missing GenerationMixin cache during chunked prefill; different symptoms and fixes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A specific Llama4 config AttributeError vs a broad report that many models break in v5." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading older checkpoints under v5, but one is a generic reload failure and the other is a remote-code/meta-initialization incompatibility; too different to treat as the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_id regression vs a broad v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is not the same as a generic v5 regression cluster." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than the vague v5 breakage complaint, but not the same concrete issue." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 Moe vs a weight-conversion-script question." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown and inability to import a specific module are not the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type mismatch warning vs Liger Kernel not applied with model_init; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds vs scheduler kwargs being ignored." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import-time performance complaint vs functional lazy-loading bug; related theme, different bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env command regression vs inverse_sqrt scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 for Nemotron vs Qwen3-VL bbox output issue." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility regression vs model hallucination/output bug; not the same." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking breakage; different areas." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access bug vs generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs scheduler kwargs handling; both involve kwargs, but not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache typo vs SequenceFeatureExtractor.pad conversion inefficiency; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance issue vs missing HybridCache import; both import-related but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Large import slowdown vs a small testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9+ incompatibility vs a broad claim that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-related failures: bbox output vs from_pretrained error on Qwen3.5 Moe." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support bug vs missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy issue vs tied-weight-key AttributeError; different implementations." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward inputs vs tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "transformers env command breakage vs lazy loading malfunction; same general area, different issue." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied in model_init vs flash_attention_3 training degeneration; different model behavior." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion vs Gemma-4 audio positional encoding bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 23, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:45230|issue:45310", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:28348|issue:43352", + "issue:44230|issue:44623", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "57a8eee018a7e02ea1606ca940304f695b285e4c019848e39bd761718b6ca69f", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39654, + "estimated_input_tokens": 9914, + "estimated_eval_tokens": 20084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers bug reports and regressions, with only weak text similarity between many pairs. No soft edge looks safe to merge as a duplicate/change-equivalent match.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set ('Since 5.0 version it breaks too many models'), so it is the closest thing to a cluster representative for the many v5-regression/loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best overall issue representative here because it is general enough to absorb nearby regression reports, even though it is too vague for precise triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different bugs in different processors: Qwen3VL timestamp calculation vs SmolVLM video padding. Similar wording, but not the same code-path problem." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are unrelated subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects vs _get_tied_weight_keys AttributeError are distinct save-path issues." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken `transformers env` command and Qwen3_5 import failure are different failures, not one concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; too little evidence of the same underlying defect." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp math in Qwen3VL processor is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss double-shift are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL processor timestamp bug and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup is not the same as a VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs/past_key_values is not the same as Llama 3.2 Vision model-loading breakage." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating behavior and a DeepSeek-v4 tensor/dtype transpose issue are different concrete bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API migration guidance is unrelated to a model VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Accidental network calls with `local_files_only=True` and Qwen3VL timestamp calculation are different bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad 'v5 breaks many models' complaint is not the same as a specific Qwen3_5 import/module failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and missing processor save files are different parts of the API." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for suno/bark-small is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is not the same as a DeepSeek-V4 weight-conversion question." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp calculation and Qwen3ForCausalLM VRAM leakage are distinct issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are both import errors, but for different symbols and likely different fixes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is a broad v4-v5 behavior difference while the other is a specific wrong decoder type in v5; not enough to treat as the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 Flash Attention 2.0 support and a generic Flash Attention 2.0 request are too broad to call the same underlying change." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and a spammy 'Unemployment' issue are clearly unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and unrelated spam title are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment bug and unrelated spam title are not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Spam/non-technical issue versus a broad v5 regression report." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import/load failure and unrelated spam title are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling crash and assistant tool-call chat template crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx after v5 update is not the same as tied-weight key list handling." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id and tied-weight key processing are different bugs." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but GPT2 support and Nemotron support are different model-specific feature requests." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save files are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and slow checkpoint loading are different problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained loading and tensor-parallel training bug are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and forward API documentation confusion are not the same underlying bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and from_pretrained error in Qwen3.5 MoE are different scope and code-paths." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are different feature requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated model implementation 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": 23, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-499", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "38d796a90f082d97e3144e82978d6735eefe9d194a55e55c30a3e889d4848470", + "component_budget": { + "node_count": 499, + "item_count": 499, + "soft_pair_count": 1834, + "serialized_chars": 951553, + "estimated_input_tokens": 237889, + "estimated_eval_tokens": 476034 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The issues in this cluster are heterogeneous and do not describe the same underlying bug or change. They span unrelated model-specific bugs, a config type hint typo, a tokenizer warning regression, and an attention-interface implementation concern. No soft duplicate pairs should be merged.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43240 is the most broadly phrased concrete bug report in the set, but the cluster is still too diverse for a true duplicate canonical. It is only a weak representative, not a real duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the best overall representative because it describes a clear runtime behavior bug rather than a typo or type-hint issue, but it still does not match the other issues closely enough to serve as a true cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating. Same broad theme of model implementation, but not the same code path or fix." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint error in ModernBERTConfig is unrelated to tokenizer regex warning behavior after 4.57.3." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both are runtime bugs, but they affect different models and different mechanisms: ignore_value usage vs loss kwargs forwarding." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs forwarding and RoFormer attention-interface usage are separate implementation problems in different subsystems." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value handling is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different model-specific bugs with no shared concrete code path." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value bug and a typo in quantization_operation are not the same issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is unrelated to a config type-hint correction." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small correctness issues, but one is a type hint and the other is a typo in a symbol name; not the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question is unrelated to a ModernBERTConfig type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value behavior and ModernBERTConfig norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "11079ae88218d30cbd0afa145f9501533f63d3bd60594738586d7ee854c7b9dd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one request is about truncation direction in tokenization, one is about ReduceLROnPlateau-style scheduler behavior, and one is about extracting word time offsets from Wav2Vec2. They touch different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the three issues describe unrelated feature requests in different subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a better representative of the others because they are not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: token truncation option vs Wav2Vec2 word boundary timing." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different concrete problems in separate areas: scheduler behavior vs audio/word offset extraction." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "9215ab9e898929a57484fde0c0cba0692f299ea01d8a374d62f1625c8382d365", + "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": "These issues are not duplicates. #13244 is about Tapas tokenization parity with TensorFlow code, #15980 is about an incorrect error message when unauthenticated users try to download a private model, and #16618 is a general model-loading failure for bert-base-uncased. The only loose overlap is that #15980 and #16618 both touch model download/loading UX, but they describe different failures.", + "confidence": 0.93, + "canonical_issue_reason": "#16618 is the broadest and most central of the three, but it still represents a distinct problem rather than the same bug as the others. #13244 and #15980 are clearly separate topics.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative of the cluster only in the sense that it is the most general model-loading report; however, it should not be treated as a duplicate of the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying bug areas: tokenization parity for Tapas versus a model-loading failure for bert-base-uncased. No indication they describe the same code-path problem." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model access/loading, but one is specifically about an unauthenticated private-model download error message while the other is a generic failure to load a public model. Related subsystem, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "a455a85c3102059a432e863d8932909bb7ecce6ac5f42b3280253f93474f469c", + "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 enhancement requests: one for adding Flash Attention 2 support to more architectures, and one for adding GGUF support to more architectures. They are only loosely related as community contribution topics, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests and likely different code paths: Flash Attention 2 support vs GGUF support. They share a broad architecture-support theme but are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "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": "3f6ae34f4580cfac393503352bc64eaf4e6f9fceae31994153b9e418f243294a", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13525, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: several issues are distinct language-specific translation requests, while a small subset are near-identical duplicate copies of a generic translation template, plus one exact duplicate Thai pair. Only the exact/near-exact copies should be merged together.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43834 is the earliest of the generic template-style duplicates and is the cleanest representative for that duplicate subset.", + "canonical_pr_reason": null, + "best_issue_reason": "As a cluster representative, issue:43834 is the best anchor because it is an early, centrally duplicated template issue; however, the broader cluster also contains separate language-specific requests that should not be collapsed into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-specific translation request vs. generic template issue; similarity is boilerplate-only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language-specific translation request vs. generic template issue; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish docs translation request is distinct from the generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Turkish vs Romanian); same broad subsystem, but not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages and distinct translation requests; not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish docs translation request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs. generic template issue; insufficient evidence of the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different language requests (Spanish vs Romanian); not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs. generic template issue; likely separate issues." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request is not the same as the generic template duplicate set." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian-specific request is not a duplicate of the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request and the template issue are not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different content and likely different request; similarity appears superficial." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different content and likely different request; not enough to merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic translation-template issue with no distinguishing details." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical template issue; no evidence of separate underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different titles/content; the Thai issue is not the same as the generic template issue." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different titles/content; not the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same template issue and can be treated as duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different content and likely different request; no concrete duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different content and likely different request; not a duplicate." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different content; superficial similarity only." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different content; superficial similarity only." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai title/body pattern; this is a straightforward duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the Turkish/Spanish/Romanian issues are clearly separate language-specific requests, while 43834/44365/44370 share the same generic template title and the Thai pair is the only exact duplicate pair indicated by the similarity metrics. The soft-edge rejections are appropriately conservative given the differing titles and lack of explicit linkage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 23, + "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-36817-18", + "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", + "issue:46645", + "issue:46653" + ], + "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:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "c29307df6d2f7e2d86b411ecd9a55adb1a990690258b671a8a2f302a0d72c502", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23786, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 39, + "serialized_chars": 23786, + "estimated_input_tokens": 5947, + "estimated_eval_tokens": 12150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are superficially similar model-request issues, but they target different models and modalities. I do not see any true duplicate pair or mergeable PR-equivalent change here.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is only linked by broad 'add model' similarity, while the underlying requests are for different models/tasks.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "If forced to pick a representative, issue:42738 is the broadest umbrella request ('BERT-like models with RoPE'), but it is still not a duplicate target for the others.", + "best_pr_reason": "No pull requests present.", + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and request scope: EuroBert config support vs DEIMv2 model addition." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model requests, but for different models (EuroBert vs RF-DETR)." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct models with different integration paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision model request is unrelated to LFM2.5 Audio support." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different concrete changes: RF-DETR model addition vs weight-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-TTS are different code paths and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and weight-sparse transformer support are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different models; same broad 'add model' pattern is not enough." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests with no shared concrete bug/change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and weight-sparse transformer are different model/features." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture work and ModernVBERT support are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS target different models and subsystems." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are distinct models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model support changes." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT support is not the same change as a generic BERT-like RoPE request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated features." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "A model-architecture request and a person-named issue are clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are different tasks and would not merge into one PR cleanly." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different speech models and support paths: Qwen3-TTS vs Voxtral TTS." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Speech model support is not the same underlying change as adding a weight-sparse transformer." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models and integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE vision-language encoder support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR model support and a sparse-transformer architecture request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests with no shared concrete fix." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model support and Granite SWA+sink option are separate changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are different model/feature requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model support requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are distinct model integrations." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support and a person-named issue are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-named issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "5ea2b669317a42bc8b7265f176d761fcf5d2ce08714bbe47046543d78b8a0c57", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates and do not describe the same underlying bug or change: one is a docs request about adding Pruna, the other is a Vision RoPE refactor.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduplication: the issues cover unrelated topics, with no shared files, targets, or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 is the more technical and actionable item, but it is not a duplicate of issue:38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different scopes and domains: docs/optimization-framework request vs Vision RoPE refactor; soft similarity is not enough to treat them 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": 8, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "dbed38ad6613816d7305d364faf5fbe41adc30cbb2cc4c2f5c71e3ba9394372c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is about Set block decoding, while the other requests DeepSeek v3.2 support. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue fits this cluster because the two issues describe different requests; if forced to pick the more concrete feature request, issue 43037 is clearer and more actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying topics and outcomes: decoding behavior vs model/version 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": 9, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "34ff4d5332da0f2388eb28aeaf01bca7bbe82e5423f74b337fcd054371670c7e", + "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": "The two issues are both in the broader \u201ctiled\u201d/memory-optimization space, but they target different components and changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, while the other requests integrating TiledMLP for lower memory usage. They do not look like the same underlying bug or feature request.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41826 is the broader feature request centered on integrating TiledMLP for memory reduction; #41306 is a narrower, separate request about a `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss. Since these are not duplicates, there is no strong canonical issue, but #41826 is the better representative of the cluster theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests and code paths: FLCE `from_pretrained()` flag vs TiledMLP integration. Shared memory-optimization theme 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": 10, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "bffc18c9f9f6eb1e4cb58046705a587e71785a8a654fcbb4409c7eb408a9615c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention custom trainers, but they describe different problems: one is about `remove_unused_column` behavior in `Trainer`, the other is about FLOPS estimation for custom trainers. They are related in theme but not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the more concrete and self-contained request, focused on `remove_unused_column` customizability in `Trainer`; issue 43600 is a separate FLOPS-estimation topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared custom-trainer context only; one concerns `remove_unused_column`, the other FLOPS counting. Different code paths and fixes, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a08af2211354de2ff9964cd923ec13e464429b7ecd4da02ab8039bef993a4760", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Qwen model integration, but they describe different missing capabilities: one is broad model registration for Qwen3-Omni, while the other is specific AutoModelForSequenceClassification support for Qwen3.5. They should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "Issue #43684 is the broader, more central tracking item because it targets core model registration in AutoModel and AutoModelForConditionalGeneration; it is the better canonical bucket for registration-related Qwen model support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best issue for the cluster because it describes the foundational registration gap rather than a narrower head-specific capability, making it the more representative and reusable tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying bug: #43684 is about adding Qwen3-Omni registration to base auto classes, while #44405 asks for sequence-classification support for Qwen3.5/Qwen3_5Config. The model family and requested capability differ, so they should remain separate." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "d0c19d728a44916d61f3857d95a9074a304c7c8389f473161ec725125c3d93b2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues appear to be the same trivial topic (\u201chuggingface\u201d), while issue 43835 (\u201cFett\u201d) looks unrelated. The best duplicate set is the three huggingface issues, with 43845 as the likely canonical representative.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \u201chuggingface\u201d issues and is the best stand-in for that duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the clearest representative of the only obvious duplicate cluster in this set; 43835 does not match the topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No meaningful evidence that \u201cFett\u201d is the same issue as the huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Unrelated titles; insufficient basis to treat as duplicates." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title/topic with very similar issue text; likely duplicate reports of the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Identical topic/title and no distinguishing details; these look like duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Identical topic/title and similarly sparse content; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 43845/43846/43859 share the same title, have strong soft-similarity, and 43845 is the earliest of that trio. The rejection of 43835 as unrelated is conservative given the different title and much lower similarity. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "278e97bc55b9c3dddb514f9d7b803f583da0b776bf122208eb993dcb624d271f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not true duplicates: the cluster is mostly spam/generic placeholder issues, and the only non-spam title is still too vague and unrelated to the others.", + "confidence": 0.98, + "canonical_issue_reason": "No good canonical issue here; the items are generic placeholders/spam with no shared concrete bug report to represent.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the least noisy and only vaguely descriptive item, but it is still too generic to be a strong canonical candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders; identical-looking titles do not establish the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; there is no substantive description tying them to the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "A spam placeholder and a vague documentation enhancement are not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific brand-like title are unrelated." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement vs. spam placeholder; no concrete overlap." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Although the titles are identical spam, there is no real issue content to confirm the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a specific title with no shared subject matter are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and a specific title with no shared subject matter 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": 14, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "0d51e908175fbd0b357013fb74257379288ef5957027553822541b02e7d2e8c1", + "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 are likely related and probably duplicates: they have identical titles and a soft-similarity signal, but the packet does not show stronger body-level evidence. #45145 is the better canonical thread because it was created earlier and has an inbound reference.", + "confidence": 0.9, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and has an inbound reference; #45151 looks likely related/probably duplicate based on the identical title and soft-similarity signal, but the packet does not provide stronger distinguishing evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster since it is the earliest thread and already has some external linkage, making it the best place to anchor discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus the soft-similarity signal make them likely the same underlying issue; however, the evidence is limited and should be treated as a probable duplicate rather than a definitive one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is plausible, but the writeup is slightly too strong for the evidence in the packet. We only have identical titles plus a soft-similarity signal; the packet does not establish that the bodies are near-identical or that they are definitively duplicates. Please soften the language to something like \u2018likely related / probably duplicate\u2019 and avoid implying stronger content-level evidence than is present." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "65026db446e036f161ec7f5e9d74b95c219b20be6a5849b030e5caed540d6aa8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not appear to describe the same underlying bug or request; they are just short name/date entries with no shared technical context. The soft similarity is too weak to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue exists here because the issues are unrelated and contain no actionable technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Only superficial similarity in the surname 'Privitera'; the titles reference different people and different dates, with no evidence of a shared bug, request, or code-path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "5037a035f28b81afc966a6b9fb30f2c609420728c28265dc9765d0fd6a608cf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates of a technical problem; they look like unrelated name/date placeholders with no discussion or bug content.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue here: both issues are empty and unrelated, with no actionable problem description to unify them.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative issue because neither contains any substantive report, repro steps, or technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different personal names with different dates, and there is no shared bug, feature, or code-path evidence." + } + ] + }, + "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": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "530753589cbdc34687c72a261dcaf0921821825ffefe8ef2f8710b9e8c5d8690", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model head, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests and code paths: model head/architecture support versus mixed-precision training support. Not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "957af37d812228cebf515f96cc295eab50c564e5cd4b198fff4f48b0e9f7348c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster appears to contain two likely duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset listing topic and does not match either pair. The evidence is limited to titles and metadata, so the duplicate calls should be treated as likely rather than certain.", + "confidence": 0.89, + "canonical_issue_reason": "45870 is the best canonical representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earlier of two near-identical issues and has no distinguishing metadata suggesting otherwise.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate likely-duplicate topics plus an unrelated dataset item; if one representative must be chosen, 45870 is the most reasonable stand-in for the example-request pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset bundle listing versus a financial time series prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus a scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus a scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus a scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus a scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Strong duplicate signal: identical title, identical body length, and no metadata differences visible." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is somewhat grounded, but it overstates the evidence in a few places. The packet only shows titles and soft-similarity signals, so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong. Likewise, the canonical_issue_reason says 45870 has a \u201ccleaner, more complete representative title,\u201d but the titles are identical. The issues do look like two duplicated topic-pairs plus a separate dataset item, but the verdicts should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "c50b1dbe23203be93edb87b90da44ca73199dcbf514e68caf717ec1704056fa0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are plausibly related in the static-cache / linear-attention area, but the packet does not provide enough evidence to say they are definitively the same underlying bug. Issue 46439 is the more general and technically descriptive report, while 46441 looks like a model-specific symptom.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the mechanism directly (`early_initialization` corrupting linear-attention layers) rather than a narrower downstream crash symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best representative because it is the most general, technically informative description of the failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Likely related, but the evidence is too weak to confirm they are the same underlying bug; the packet only shows title-level similarity and a soft-similarity signal, not a shared repro or explicit linkage." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is plausible, but the soft-edge verdict is a bit too strong for the evidence available. The packet only shows titles and a soft-similarity signal; that supports that the issues are related in the static-cache/linear-attention area, but not confidently that they are the same underlying bug. A more conservative verdict would be \"likely related\" rather than an outright accept." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "fece6b52286ac649a3f629d72e1797d08e9788aa748ad53a44ba10375212ba80", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The open issue #46552 is the best canonical tracking thread, but the duplicate link between #46551 and #46552 should be treated conservatively: they have identical titles and body length, yet the packet does not prove the bodies are the same or that they are definitively the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "#46552 is the better canonical issue because it is still open and already has inbound references, making it the more active place to track and accumulate discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep as the primary thread because it is open, referenced, and therefore most likely to gather follow-up work and context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": false, + "reason": "The evidence is suggestive but not definitive: the titles match and the body lengths are identical, but the packet only provides soft similarity and does not verify the bodies or reproduction details are the same enough to confirm a duplicate." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is grounded: #46552 is open and has inbound references, while #46551 is closed. However, the duplicate verdict is a bit too strong for the packet: we only know the titles are identical, the body lengths match, and the soft similarity score is high. The packet does not verify that the bodies are the same or that this is definitively the same underlying bug, so the soft-edge reasoning should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "f6307fd507b78cf050b20b1bf3e1cb82b0ecb4aaee6fef55f874eaa64bea50fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not the same underlying bug: one reports a tensor-size mismatch during object detection training, while the other reports OOM after several epochs in RT-DETR v2 training. The soft similarity is only topical, not a duplicate signal.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 46657 is the more general, symptom-focused report and is the better representative if one issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the better global issue candidate because its title describes a concrete failure mode more directly than the OOM report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: tensor shape mismatch vs memory exhaustion after some epochs. The shared object-detection training context is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 23, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "7fc6fabc94304cfbebd72ed53dc98bc0376923b659e64c28e5dca65811e4bb0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues about model loading/placement failures, but they describe different bugs: one is ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, the other is 4-bit auto device mapping ignoring max_memory and incorrectly dispatching to CPU. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate: the reports concern different code paths and different failure modes, so neither is a duplicate of the other.", + "canonical_pr_reason": null, + "best_issue_reason": "If one must be picked as the cluster representative, issue #46822 is slightly more specific and self-contained, but it is not a true canonical for the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM in a composite submodule versus 4-bit device_map/max_memory CPU dispatch error. Same broad theme of loading, but not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 37, + "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": "1344d6f506114a93478e0a8ac6847b74b97e4f3c845551d693364ed62fb235f8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests for the VibeVoice family, but they are not the same change: PR 40546 is the initial VibeVoice implementation, while PR 42781 is a later, broader VibeVoice Realtime addition that also introduces the acoustic tokenizer and extra generation/auto-mapping updates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "42781 is the better representative PR because it is the newer, broader change set and appears to subsume more of the VibeVoice stack (realtime + acoustic tokenizer + extra auto/generation plumbing), whereas 40546 is the earlier base implementation.", + "best_issue_reason": null, + "best_pr_reason": "42781 is the best single PR to keep for this cluster because it reflects the more complete and later VibeVoice work. 40546 is an earlier base implementation and is not as representative of the overall cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Same model family and some shared files, but not the same concrete change: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime plus acoustic tokenizer and related plumbing. They overlap thematically but are not merge-equivalent 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": 2, + "component_count": 37, + "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": "0d891f9bb2173135ace277df52295e3d0735f8ec9e21cc965d385d8af0857529", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so they are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR representative for this cluster because the items are unrelated and neither can stand in for the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different subsystems (TimesFM forecasting covariates vs. DINOv3 image classification); not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-14", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267", + "pull_request:46707" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46707", + "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:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:43823|pull_request:46707", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "1bacbc4c80b1916e7942cd1b4674e73e0cf632aacfe95a34bcebb026d415c659", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38875, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 23, + "serialized_chars": 38875, + "estimated_input_tokens": 9719, + "estimated_eval_tokens": 19694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated open PRs across tokenizers, processors, models, docs, distributed training, and losses. The only clear duplicate pair is the two fixed_cross_entropy PRs (#43251 and #43254), which change the same loss utility for the same issue.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the cleaner canonical choice: it directly targets issue #43240, has the more complete signature change plus forwarding into nn.functional.cross_entropy, and has more review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best representative of the cluster\u2019s only true overlap because it is the more complete and issue-linked version of the fixed_cross_entropy kwargs fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different areas and goals: Mistral tokenizer missing methods vs adding a new MobileLLM model." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API addition is unrelated to Executorch dynamic-shape export testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both concern model/processor plumbing, but they fix different components and problems, not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to adding MobileLLM model support." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different code paths: cross-entropy helper vs Mistral4 model/test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "Executorch export tests are unrelated to FSDP2 integration and migration." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic export testing and Mistral4 fixes do not target the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Testing exportability is unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to config resolution order in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition does not overlap with Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor is unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor and Mistral4 test fix are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to native FSDP2 module migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different model families and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes do not overlap with chat parsing/serve changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "LayerNorm renaming in CLIP-like checkpoints is unrelated to FSDP2 module migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and model-creation-skill scaffolding are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation is unrelated to the model-creation skill draft PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes do not overlap with config-resolution order changes." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration and FSDP2 migration are different subsystems and problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition and FSDP2 migration are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy helper to forward supported cross_entropy kwargs for the same underlying issue (#43240) and could plausibly be merged into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: most pairings are clearly different subsystems, and the only accepted overlap is the shared fixed_cross_entropy kwargs fix between PR #43251 and PR #43254. The canonical/best-pr notes are supported by the explicit issue link and the more complete diff in #43251." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 37, + "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": "bb5915be182c893dc317551326fc6944dc0477ea4b4987e8b6af60fde11527bc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs broadly update GitHub Actions workflows, but they are not the same change set: one is specifically for Node 24 compatibility, while the other upgrades actions to newer releases. They overlap in files because they touch shared workflows, not because they fix the same underlying problem.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more canonical candidate only in the sense that it has a specific goal (Node 24 compatibility); PR 42976 is a separate dependency-version bump with different scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it has a clearer, narrower purpose and a more concrete compatibility target, whereas PR 42976 is a broader action-version refresh.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different upgrades with different intent: Node 24 compatibility vs. general latest-version bumps. Shared workflow files alone are not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 37, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "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", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "c0b66fcadb25babe3b409bb1a3afb2899260758294c0bbe54fdde077ee688ae5", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct model-addition PRs (ViT NEPA, Molmo, Molmo2, ctsm, Step3p7), not duplicates. The only near-match pair is Step3p7 vs the WIP mini-model/conversion PR, but they are different artifacts and should not be merged as one change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR exists here; the items are separate model additions or supporting tooling rather than one shared fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest standalone representative: it has the broadest implementation/docs/tests footprint and the highest review activity, even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) with unrelated codepaths; shared docs/auto-registration files are generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families (ViT NEPA vs Molmo2); overlap is only in shared framework registration/docs files." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions (ViT NEPA vs CTSM); they do not fix the same bug or implement the same feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations with different files and behavior, not the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions; shared registry/docs edits are too broad to indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model integrations with different codepaths and test surfaces." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 Flash are separate model additions; only generic auto/model registry files overlap." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Step3p7 model implementation vs WIP mini-model/conversion/debug scripts are not the same concrete change 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": 7, + "component_count": 37, + "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-43291-6", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46870" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:46870", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:46380|pull_request:46539" + ], + "prepared_review_unit_hash": "f281ad10be9139313a565f6f7949f1390d99b2685aeeb4a691e58e27f770ebf3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 10, + "serialized_chars": 16289, + "estimated_input_tokens": 4073, + "estimated_eval_tokens": 8402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the PRs touch unrelated areas (Whisper tokenization/tests, CLIP/ViT tests, FP8 dequantization, generation config validation, CI infra, and ASR pipeline routing). None should be merged as the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the items are distinct fixes in different code paths and subsystems, not alternative implementations of the same bug.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative because there is no shared underlying defect or change request across the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes vs. CLIP/ViT test-only edits; different components and no shared bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic/tests vs. FP8 dequant/model-loading changes; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization fix vs. generation watermarking validation; different subsystems and symptoms." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Injected failing asserts in model tests vs. Phimoe CI memory/workflow fix; not the same issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46870", + "accept": false, + "reason": "Test-only changes in CLIP/ViT vs. ASR pipeline model-type routing; unrelated changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test edits vs. FP8 dequantization/model-loading logic; different problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Model test tweaks vs. generation config validation for watermarking; no common code path." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 kernel/dequant work vs. CI test infrastructure and runner memory patching; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequantization fixes vs. generation watermarking config validation; distinct functionality." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation change vs. Phimoe integration-test CI fix; different layers and bugs." + } + ] + }, + "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": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "63b66887c907c8af5b45ae5c35bc84caf49bea5801aee9692605d56bec0f2a52", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are unrelated '[don't merge]' test/validation changes in different files and subsystems; the soft similarities are title-level noise, not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct test PRs touching different code paths (setup/versioning, CI workflows, and security-gate workflow behavior).", + "best_issue_reason": null, + "best_pr_reason": "No best PR for deduplication: none of the PRs plausibly merge into a single change or represent the same concrete bug/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: setup/versioning and test dependency tweaks versus a workflow trigger/security-gate edit. Same \"don't merge\" style is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Overlap is only superficial (shared test file/title convention). One changes packaging/versioning; the other rewires CI workflows and helper utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes and do not appear to fix 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": 9, + "component_count": 37, + "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": "13bf1dcb0ea6b6ca59a06adb57cb68db46a29c661e6198ab8eebae7939c60e26", + "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": "Both PRs add new but distinct segmentation pipelines. They share scaffolding and docs, but they target different tasks, model integrations, and test suites, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplication: 43612 is for promptable concept segmentation, while 43613 is for promptable visual segmentation; they are separate feature PRs rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader and more complete representative of the cluster because it touches more model integrations and tests, but it still represents a different feature from 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features: concept segmentation vs visual segmentation. They share some infrastructure files, but the pipeline names, docs, model support, and tests show separate code paths and not one mergeable fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 37, + "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": "3f51d8a81599d8bc3d447beb447c06c444db14e30ddb6b2e89cb7a293b6797a2", + "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": "The two pull requests both modify `trainer.py`, but they address different trainer extensibility points: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering. They are related in theme but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR here; the PRs target different code paths and could both be valid independently.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone representative because it makes a concrete behavioral change in `training_step` and introduces a focused hook for custom trainers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651 (Add _loss_is_scaled_for_ga to allow custom trainers to control gradient accumulation loss scaling)", + "right": "pull_request:43663 (Add _get_signature_columns method to allow custom trainers to override column filtering)", + "accept": false, + "reason": "Same file and both about trainer customization, but they fix different problems: GA loss scaling vs. column filtering. They are not the same bug/change and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 37, + "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": "08eca9ead321f9f3cc0f4352dcf71b6bffe5219699072f8cb505cb33ea98ae68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same CLI `serve.py` runtime `TypeAdapter` annotation NameError and are alternative fixes for the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more direct fix for the reported runtime failure: it guards the `TypeAdapter` type import under `TYPE_CHECKING` and quotes the annotation, matching the \"pydantic not installed\" NameError path exactly.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it directly addresses the concrete `TypeAdapter` NameError without broader unrelated typing cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same `TypeAdapter` NameError in `src/transformers/cli/serve.py`; they differ only in implementation style (future annotations vs. `TYPE_CHECKING` import), so they look like duplicate solutions to the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and are clearly aimed at the same `TypeAdapter` NameError class of bug. The soft-edge acceptance is also conservative enough, since the changes are alternative implementations for the same fix rather than unrelated work." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "2f33f07987d2abf596d9fb578dc3b4d8a39a33f324f609e26a172a266c1efe64", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76942, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors around the same broader standardized-decorator effort (#43979). Most pairs are not duplicates because they touch different model implementations; the only strong overlaps are the GPT-J variants and the GPT-Neo variants.", + "confidence": 0.85, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue nodes are present. As a PR representative, 44722 is the cleanest example of the GPT-J/CodeGen tracing refactor: explicit #43979 linkage, coherent title, and overlapping changes in the core GPT-J path plus CodeGen.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best overall PR representative because it most clearly captures the recurring change pattern in this cluster and has the broadest, most coherent implementation among the overlapping GPT-J tracing PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; the shared output-tracing theme and issue target are not enough to make these duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations (CVT/FNet vs DeBERTa) with only the same broad refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both modify GPT-J output tracing in modeling_gptj.py; 44066 is broader, but the GPT-J refactor is the same underlying code-path change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-style tracing work vs EfficientNet tracing work; same umbrella issue, different concrete changes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models and unrelated concrete changes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate implementations; same refactor pattern only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different code paths, so not a duplicate change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model file and appear to implement the same standardized-decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are unrelated concrete model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Both are standardized tracing work, but they target different models and cannot plausibly be one PR." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same broad refactor theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are separate implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model files and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different concrete model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are unrelated model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are separate model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are separate model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are unrelated concrete changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models; same tracing pattern only." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate model code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in modeling_gptj.py; they are the same underlying refactor, with 44722 just broader." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as a mostly model-specific standardized-tracing cluster and only elevates the GPT-J and GPT-Neo overlaps. The accepted soft-edge pairs are conservative enough and the paired changes look mergeable as the same bugfix within the same model code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 37, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "0841b62c491bbe264ad8ad0b0aacc5bb77d3dd30ed343b278747c30728e65294", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84511, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are model-specific refactors to standardized output tracing/capture across different architectures, not duplicate fixes for the same underlying bug or change. The shared theme is high-level only; each PR touches a different model code path.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44074 is the best cluster representative: it is a clear, self-contained example of the standardized output-tracing refactor and includes both model code and tests, making it more complete than the smallest model-only variants.", + "best_issue_reason": null, + "best_pr_reason": "44074 is the strongest representative of the pattern, but it is still only one model-specific refactor among several unrelated ones.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor pattern, but different models (VisualBert vs TextNet) and different code paths. Not the same concrete change and not something to merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but MPNet and VisualBert are separate implementations with different tracing hooks. Similar theme is not enough for duplication." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model-specific refactors. They share an output-capture migration theme, but not the same underlying bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different models with separate forward logic. These are parallel cleanup changes, not duplicate PRs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert vs SpeechT5; both use the new output-capture utilities, but they affect different concrete code paths and would not be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "222a6615c6d30f60564cfc2982bddd3bd30718b3a0b6652838bf3b5b3f6e51ac", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40174, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific \"output tracing\" refactors, but they are not duplicates of one another: each one changes a different model implementation and code path, so they should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate representative; the cluster is a collection of independent model-specific refactors.", + "best_issue_reason": null, + "best_pr_reason": "PR #44003 is the best representative of the set because it makes a broader, closely related change across two Mamba-family implementations and shows the core refactor pattern clearly.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme is too broad." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and outputs; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model code paths; only the naming/theme matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate backbone vs Mamba-family implementations; 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only the refactor template is similar." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared code path or concrete bug; just the same tracing refactor theme." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model implementations; not a single duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and modules; same broad subsystem is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated code paths; cannot be merged as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; no same underlying bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families; 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They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the more canonical representative of the cluster because it introduces the core module-fusion abstraction itself, while #45363 is a separate integration layer built on top of fusion concepts.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best PR to represent the cluster if choosing one, since it defines the foundational API rather than a specific downstream kernel-fusion workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: #44979 adds a new module fusion API and tests; #45363 wires KernelConfig-based n-to-1 kernel fusion through model loading/integrations and adds an example. Related theme, but not the same underlying bug or mergeable change set." + } + ] + }, + "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": 37, + "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": "d66eae6773fc113faabab5f015c8a74fbae7a406431a9807ce069b041fd27a67", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same _patch_mistral_regex AttributeError in Mistral tokenization, with nearly identical code changes in the same file; 45317 is the more complete version because it adds tests as well.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it fixes the same AttributeError as 45086 and also includes test coverage, making it the more complete patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest standalone representative of the change set: same code-path fix, same target issue, plus tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in _patch_mistral_regex, same file, nearly identical fix, and both target the same issue; they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 37, + "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": "77bdf90ce8e4f97c627538e45381630eeb50e1c77ad2f3013dc660e2ceb77ea2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch NemotronH, but they target different changes: one is a focused conversion-mapping/inheritance refactor, the other is a broader model split into NemotronHDense/NemotronHSparse plus docs/tests. They are related but not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, higher-level implementation work: it introduces the new NemotronHDense/NemotronHSparse model split, updates docs/auto mappings, and includes tests. PR #45115 is a narrower follow-up focused on conversion mapping and inheritance plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 best represents the cluster\u2019s underlying work on reorganizing NemotronH into a cleaner model structure. PR #45115 is useful but too narrow to serve as the main representative change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files do not make these the same change: #45115 is mainly conversion-mapping and class refactor work, while #45569 is a broader model split with docs and tests. They could not plausibly be merged as one PR without conflating distinct changes." + } + ] + }, + "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": 37, + "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": "cf921812122397ad55933793798d5621b6a3eefa52535a64771643674ced091d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two overlapping feature PRs for heterogeneous-model support, but PR 45333 is a narrower configuration-only slice while 45332 also adds modeling integration and cache/masking changes. They are related, not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the better canonical representative because it is the broader, more complete implementation of heterogeneous model support and subsumes the configuration work.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the strongest standalone PR in the cluster: broader scope, more files touched, and it includes the actual modeling-path changes in addition to per-layer config support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Reject: both are about heterogeneous support, but 45333 is only the per-layer configuration subset while 45332 also changes modeling/runtime paths. They are overlapping feature PRs, not the same exact change that should be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 37, + "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": "d809076859fc03ac0e0d00c0887209b35659c20d9cb79cd88e61a05c3b6c030c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5511, + "estimated_input_tokens": 1378, + "estimated_eval_tokens": 3012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-focused cleanups in transformers, but they address different scopes: one is a broad type-checking sweep across many files, while the other is a narrower typing chore centered on modeling_utils and related helpers. They are related in theme, not duplicates.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more representative typing-sweep across many transformer modules and is the better cluster anchor than the narrower follow-up-style typing change in 45425.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best global representative because it spans the larger cross-module typing effort and is more likely to reflect the main change in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They both concern typing cleanup, but they do not appear to fix the same concrete code-path problem or be mergeable as one PR. 45415 is a broad type-checking pass over many files; 45425 is a targeted typing update around _typing/modeling_utils/PEFT/flash-attention helpers." + } + ] + }, + "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": 37, + "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": "d0219fb8606fa44c16b739273b74241482460cd2b6a56640140d038a195370b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests concern expert-parallel model loading, but they fix different failure modes: one adds distributed config serialization and a `has_ep` helper for accelerate/ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. They are related, but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative because it addresses a concrete, user-visible corruption bug in the expert-loading path, with targeted code changes across the loading stack.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone fix: it has a specific failure mode, a clear mechanism (rank-0 broadcast overwriting experts), and a focused patch that plausibly should be merged on its own.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the broad EP/loading area, but #45548 is about preserving distributed config and exposing EP state for accelerate/ZeRO-3, while #45662 fixes expert tensors being overwritten during FSDP2 broadcast. Different bugs and different code paths." + } + ] + }, + "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": 37, + "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": "8917044c2091d2a72e12c86061fab970194e27a65eb9b5d0d952149a471e08c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is essentially a superset of 45639, adding CI log collection for the new per-worker files.", + "confidence": 0.93, + "canonical_issue_reason": "Both PRs target the same issue (45561) and fix the same underlying xdist collision in patched testing debug logs / captured_info artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core testing_utils fix from 45639 and also updates CI workflow handling so the new per-worker log files are still collected.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most complete implementation of the xdist-safe captured_info change and preserves downstream CI behavior, so it is the best representative PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete bug path: xdist collisions for captured_info debug logs. 45645 extends the same fix with workflow changes, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "7233e689307c1e6bb078138362600aa8ac239ac8ef9d7dd239d6679e500e08cc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one implements TRF003 for tuple-return behavior across model forward methods, while the other implements TRF018 for modeling weight initialization behavior. They overlap only in broad Transformers modeling files, not in the same concrete change or bug.", + "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:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different code-path changes: TRF003 adjusts forward return behavior, while TRF018 changes model weight initialization. Shared model files are incidental and not evidence of 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": 25, + "component_count": 37, + "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": 26, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "53c9beea2a802a11090e51fa1bed72a3eb3822efd2ec1182672eba74354094ad", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7881, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7881, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are only loosely related by CI/test infrastructure and are not the same underlying change. They target different areas: a grafana/testing workflow tweak, a broad test migration, and a PEFT integration CI update.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46891 is the most narrowly scoped and coherent of the three, focused on PEFT integration CI, while the others are broader or clearly unrelated experiments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test/CI-related, but one is a grafana/testing workflow and model mapping tweak while the other is a broad test migration; they do not fix the same concrete problem." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "Shared CI workflow editing is too broad to imply duplication; 45932 is a grafana/testing experiment plus model changes, while 46891 is a PEFT integration CI change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "These touch different test surfaces and purposes: altclip/vit kernel test migration versus PEFT integration CI. No shared bug or mergeable single change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 37, + "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": "06762fbdcc6c479b228fd37d18470106fb3d7dba2ecb212c0bc6ce41799b0bad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs: one is a focused EP/Trainer integration change, the other is a broad distributed branch base with many unrelated distributed/FSDP/modeling updates. Shared filenames alone are not enough to make them the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more canonical representative because it is narrowly scoped to EP + Trainer integration and a specific distributed code path, whereas #46269 is a broad base-branch PR spanning many unrelated distributed changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best fit for the cluster\u2019s concrete theme since it targets a specific feature integration; #46269 is too wide-ranging to serve as a clean canonical change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the PRs do not appear to fix the same concrete problem. #46126 is a targeted EP/Trainer integration PR, while #46269 is a large distributed branch base touching many areas (FSDP, modeling, integrations, CI). Shared distributed filenames are incidental, not evidence of one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "fde05b75aa575f0e080b8ed56af24affebe6da1ccfb23cf697b4488ee16ce46b", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25926, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25926, + "estimated_input_tokens": 6482, + "estimated_eval_tokens": 13220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs. The only tight subgroup is the pr-ci-security-gate changes, but those are complementary hardening edits rather than the same duplicate fix.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46554 is the most substantive, concrete security-gate change in the cluster; the other PRs are either unrelated workflow updates or smaller follow-up tweaks/comments around the same file.", + "best_issue_reason": null, + "best_pr_reason": "#46554 is the best representative PR because it implements an actual code-path fix in the security gate workflow, whereas the others are narrower permission/comment/secrets adjustments or unrelated workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs security checks for pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes; one fixes shell input passing, the other changes PR CI security-gate permissions/approval behavior." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and different purpose; adding a safety comment is not the same change as fixing comment input handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different issues; no shared concrete code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both adjust shell handling, but in different workflows and for different commands; not the same underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Completely different workflow files and unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "SSH runner hardening is unrelated to anti-slop permission scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; no same-bug overlap." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Security-related, but one hardens SSH runner setup and the other changes PR CI gate logic; not the same change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow and different security issue; not duplicative." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow edits, but they address different jobs and different behaviors." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow concerns: anti-slop permissions vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Unrelated workflows and fixes; no shared concrete bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No overlap beyond being workflow files; the changes solve different problems." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and behavior changes; not the same underlying issue." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "One adjusts reviewer assignment checkout target, the other shell-guards a build-image trigger; unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow jobs and different failure modes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated changes; no same code-path problem." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Benchmark trigger support is unrelated to PR CI security-gate logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both involve workflow shell snippets, but they fix different commands in different pipelines." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different changes; not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file and same security theme, but the changes are complementary hardening steps, not the same concrete fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One adds real security checks; the other only adds explanatory comments about safety." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the security-gate workflow, but one checks changed files and the other removes inherited secrets; different code-path problems." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval gating is not the same change as adding safety comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security hardening concerns in the same workflow file; not the same underlying fix." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A comment-only clarification is not the same as changing secrets inheritance." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 37, + "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": "b7fe947809115619d9400a4c087fcff8aee2fd1127cd0476d2602091148d691a", + "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": "Both PRs try to remove brittle source-file opening, but they fix different code paths in different modules: import-utils helpers vs. attention-implementation detection. They are not the same underlying change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more self-contained behavioral fix, with explicit tests around `_can_set_attn_implementation`; it is a cleaner representative of this cluster than the broader import-utils refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 best represents the cluster because it has a concrete functional target and test coverage, whereas PR 46152 is a utility-level source-resolution change in a separate area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different underlying bugs/code paths: one changes import-utils source traversal, the other changes modeling_utils attention-implementation detection. Similar motivation, but not mergeable 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": 30, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "fc0823a6b8f892e2170b1a8eaa602c0cb66fe163abb278f09566f544e3f72af6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address path-traversal hardening, but they target different untrusted inputs and different loader code paths: one validates shard filenames from a checkpoint index, the other validates `transformers_weights` in config. They are related security fixes, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46281 is the better canonical representative because it fixes a concrete, well-scoped traversal bug in the sharded-checkpoint loader (`hub.py`) with direct containment checks on shard paths.", + "best_issue_reason": null, + "best_pr_reason": "PR #46281 is the strongest standalone representative for this cluster: it addresses a specific code-path vulnerability, has a clear threat model, and is easier to anchor as the primary fix than the more general config-field hardening in #46890.", + "soft_edge_verdicts": [ + { + "left": "Fix path traversal in sharded-checkpoint loader via the index weight_map", + "right": "Reject path traversal in the `transformers_weights` config field", + "accept": false, + "reason": "Same vulnerability class, but different sources of untrusted paths and different code paths; they would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "36025a8ac92a0d6252260dddeafe2e4bfa1daad41e63d325a365cb294e3d97e0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one right-window boundary bug in the sliding-window mask logic; 46546 is the more complete fix because it covers an additional affected model and adds tests.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the better canonical PR because it applies the boundary fix to both Moonshine streaming and Gemma4 and includes test coverage, making it the more complete implementation of the same bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest representative for this cluster: it addresses the same concrete boundary bug as 46310, but with broader coverage and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Both PRs correct the same right-boundary off-by-one in the sliding window mask (`-dist <= right_window_size`), and they could plausibly be combined into one fix since 46546 includes the Moonshine change plus the same fix for Gemma4 and tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46850" + ], + "prepared_review_unit_hash": "f92788fb9c22f4270debdb4c090ef3bd67da695e452641653bad14445b014538", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14156, + "estimated_input_tokens": 3539, + "estimated_eval_tokens": 7334 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 14156, + "estimated_input_tokens": 3539, + "estimated_eval_tokens": 7334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five items are unrelated pull requests spanning distinct features/fixes (continuous batching multimodal support, HunYuan VL, RADIO, Nemotron Omni, and Gemma masking), so there is no duplicate cluster here.", + "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:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different model/runtime areas: continuous batching multimodal support versus adding the HunYuan VL model and its docs/tests. Not the same code-path change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "One is a generation/continuous-batching engine change; the other adds RADIO model support. Broadly both touch Transformers, but they fix unrelated problems." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and behavior; not mergeable as one fix." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model integration versus Gemma bidirectional attention masking bug. Different subsystems and no shared concrete defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "3c66bd14e87d5f0baed792733e09209782e1999d576a666211aeb423a8905a8c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode stripping, the other changes DeepSeek-Coder/DeepSeek-LLM tokenizer-class loading. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs address different bugs in different code paths and model families.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative; they are separate fixes rather than alternate solutions to the same issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying problems: CodeLlama decode-space stripping versus DeepSeek tokenizer-class selection/loading." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 37, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "3175ff8588028bcf83b1758f52aa27115eeace1df526e79bf2ba2793f80e0eef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different Mistral-related pull requests: one refactors/moves `MistralConverter` into the `integrations/mistral` package, while the other adds tekken tokenizer detection, conversion, and save utilities. They overlap on files because they touch the same subsystem, but they are not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46604 is the more feature-complete Mistral change set, but it is not a duplicate of 46603; the two PRs address different code paths and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: 46603 is a refactor moving `MistralConverter` into a package, while 46604 adds tekken tokenizer detection/conversion/save logic. Shared Mistral files are incidental; the concrete changes are different and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 37, + "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-46741-3", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781" + ], + "prepared_review_unit_hash": "be0202feeaf4315aef2a3a1f2f4a7c7ae02102e17ea1522d1479e2a4045f9f82", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 8456, + "estimated_input_tokens": 2114, + "estimated_eval_tokens": 4484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are in adjacent linear-attention/cache areas, but they fix different bugs: chunked-prefill/speculative decoding state reuse, padding-mask application for batch size 1, and QuantizedCache construction for hybrid models. They should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46741 is the broadest and most central forward-path fix, spanning several affected model implementations, but it is still a distinct change from the other two PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Shared model files and linear-attention context, but the bugs differ: 46741 fixes cache reuse during chunked-prefill/speculative decoding, while 46773 fixes padding-mask logic being skipped for batch size 1." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "These touch different code paths: 46741 changes model forward/cache behavior, whereas 46781 changes QuantizedCache layer construction for hybrid SSM+attention models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 37, + "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-46895-3", + "nodes": [ + "pull_request:46895", + "pull_request:46898", + "pull_request:46903" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46903", + "pull_request:46898|pull_request:46903" + ], + "prepared_review_unit_hash": "401b1e1c70147f8d98c73b83a9e80d14bb9adfff8493c4d1d4f04d58a4f57069", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7296, + "estimated_input_tokens": 1824, + "estimated_eval_tokens": 3904 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7296, + "estimated_input_tokens": 1824, + "estimated_eval_tokens": 3904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three model-specific PRs all fix a similar training-loss double-shift pattern, but each targets a different architecture and code path, so they should be triaged separately rather than merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46903 is the strongest representative: it has the clearest title, touches the model implementation plus tests, and fixes the same loss computation pattern in a self-contained way.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46903 is the best overall PR candidate because it is the most complete and explicit fix, with test coverage and a precise description of the bug being addressed.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Both PRs fix a similar label-shift loss bug, but they apply to different models (CohereASR vs Florence2) and different forward paths; they are not the same underlying change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46903", + "accept": false, + "reason": "The bug pattern is similar, but the PRs modify different model implementations and are not mergeable into one concrete code-path fix." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46903", + "accept": false, + "reason": "These are separate model-specific loss fixes in different files and architectures; shared symptom 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 + } + ] +} diff --git a/snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/manifest.json b/snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6e83adc728d539ae3fdda2440e3e54c60f0668a6 --- /dev/null +++ b/snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260626t060016z", + "artifacts": { + "hybrid": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-26T06:12:00Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260626T060016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260626T060016Z/manifest.json b/snapshots/20260626T060016Z/manifest.json index e4464e7beea205a9a73e011bfec4d30228ae1fa3..dfdc18a05ad62459a290b657eb2250d921a4c129 100644 --- a/snapshots/20260626T060016Z/manifest.json +++ b/snapshots/20260626T060016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 518 }, "extracted_at": "2026-06-26T06:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260626t060016z", + "runs": { + "hybrid-model-20260626t060016z": { + "analysis_id": "hybrid-model-20260626t060016z", + "artifacts": { + "hybrid": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260626T060016Z/analysis-runs/hybrid-model-20260626t060016z/manifest.json", + "model": null, + "published_at": "2026-06-26T06:12:00Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260626T060016Z", "watermark": {